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URL: https://www.mathworks.com/company/events/conferences/automotive-conference-michigan/2022/proceedings.html?s_v1=44495&elqem...
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            <option value="RW" data-country="Rwanda"> Rwanda </option>
            <option value="BL" data-country="Saint Barthelemy"> Saint Barthelemy </option>
            <option value="KN" data-country="Saint Kitts and Nevis"> Saint Kitts and Nevis </option>
            <option value="LC" data-country="Saint Lucia"> Saint Lucia </option>
            <option value="MF" data-country="Saint Martin (French part)"> Saint Martin (French part) </option>
            <option value="VC" data-country="Saint Vincent, The Grenadines"> Saint Vincent, The Grenadines </option>
            <option value="WS" data-country="Samoa"> Samoa </option>
            <option value="SM" data-country="San Marino"> San Marino </option>
            <option value="ST" data-country="Sao Tome and Principe"> Sao Tome and Principe </option>
            <option value="SA" data-country="Saudi Arabia"> Saudi Arabia </option>
            <option value="SN" data-country="Senegal"> Senegal </option>
            <option value="RS" data-country="Serbia"> Serbia </option>
            <option value="SC" data-country="Seychelles"> Seychelles </option>
            <option value="GS" data-country="S Georgia, S Sandwich Islands"> S Georgia, S Sandwich Islands </option>
            <option value="SL" data-country="Sierra Leone"> Sierra Leone </option>
            <option value="SG" data-country="Singapore"> Singapore </option>
            <option value="SX" data-country="Sint Maarten"> Sint Maarten </option>
            <option value="SK" data-country="Slovakia"> Slovakia </option>
            <option value="SI" data-country="Slovenia"> Slovenia </option>
            <option value="SB" data-country="Solomon Islands"> Solomon Islands </option>
            <option value="SO" data-country="Somalia"> Somalia </option>
            <option value="ZA" data-country="South Africa"> South Africa </option>
            <option value="ES" data-country="Spain"> Spain </option>
            <option value="LK" data-country="Sri Lanka"> Sri Lanka </option>
            <option value="SH" data-country="St. Helena"> St. Helena </option>
            <option value="PM" data-country="St. Pierre and Miquelon"> St. Pierre and Miquelon </option>
            <option value="SR" data-country="Suriname"> Suriname </option>
            <option value="SZ" data-country="Swaziland"> Swaziland </option>
            <option value="SE" data-country="Sweden"> Sweden </option>
            <option value="CH" data-country="Switzerland"> Switzerland </option>
            <option value="TW" data-country="Taiwan"> Taiwan </option>
            <option value="TJ" data-country="Tajikistan"> Tajikistan </option>
            <option value="TZ" data-country="Tanzania"> Tanzania </option>
            <option value="TH" data-country="Thailand"> Thailand </option>
            <option value="TL" data-country="Timor-Leste"> Timor-Leste </option>
            <option value="TG" data-country="Togo"> Togo </option>
            <option value="TK" data-country="Tokelau"> Tokelau </option>
            <option value="TO" data-country="Tonga"> Tonga </option>
            <option value="TT" data-country="Trinidad and Tobago"> Trinidad and Tobago </option>
            <option value="TN" data-country="Tunisia"> Tunisia </option>
            <option value="TR" data-country="Turkey"> Turkey </option>
            <option value="TM" data-country="Turkmenistan"> Turkmenistan </option>
            <option value="TC" data-country="Turks and Caicos Islands"> Turks and Caicos Islands </option>
            <option value="TV" data-country="Tuvalu"> Tuvalu </option>
            <option value="UG" data-country="Uganda"> Uganda </option>
            <option value="UA" data-country="Ukraine"> Ukraine </option>
            <option value="AE" data-country="United Arab Emirates"> United Arab Emirates </option>
            <option value="GB" data-country="United Kingdom"> United Kingdom </option>
            <option value="US" data-country="United States"> United States </option>
            <option value="UY" data-country="Uruguay"> Uruguay </option>
            <option value="UZ" data-country="Uzbekistan"> Uzbekistan </option>
            <option value="VU" data-country="Vanuatu"> Vanuatu </option>
            <option value="VA" data-country="Vatican City State"> Vatican City State </option>
            <option value="VE" data-country="Venezuela"> Venezuela </option>
            <option value="VN" data-country="Vietnam"> Vietnam </option>
            <option value="VG" data-country="Virgin Islands (British)"> Virgin Islands (British) </option>
            <option value="VI" data-country="Virgin Islands (U.S.)"> Virgin Islands (U.S.) </option>
            <option value="WF" data-country="Wallis and Futuna Islands"> Wallis and Futuna Islands </option>
            <option value="EH" data-country="Western Sahara"> Western Sahara </option>
            <option value="YE" data-country="Yemen"> Yemen </option>
            <option value="ZM" data-country="Zambia"> Zambia </option>
            <option value="ZW" data-country="Zimbabwe"> Zimbabwe </option>
          </select>
          <p class="field_note help-block C_Country_Code1Inst"></p>
        </div>
        <div class="form_element form-group has-feedback eloqua-field C_FirstNameCont">
          <label class="control-label" for="C_FirstNameID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span>First Name<span class="req">*</span></span>
          </label>
          <input type="text" value="" id="C_FirstNameID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_FirstName" class="textfield form-control C_FirstNameID" maxlength="50" required="" aria-required="true">
          <span class="form-control-feedback" aria-hidden="true"></span>
          <p class="field_note help-block C_FirstNameInst"></p>
        </div>
        <div class="form_element form-group has-feedback eloqua-field C_LastNameCont">
          <label class="control-label" for="C_LastNameID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span>Last Name<span class="req">*</span></span>
          </label>
          <input type="text" value="" id="C_LastNameID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_LastName" class="textfield form-control C_LastNameID" maxlength="50" required="" aria-required="true">
          <span class="form-control-feedback" aria-hidden="true"></span>
          <p class="field_note help-block C_LastNameInst"></p>
        </div>
        <div class="form-group eloqua-field C_State_Code_Unique_Identifier1Cont">
          <label class="control-label" for="C_State_Code_Unique_Identifier1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span> State/Province<span class="req">*</span></span>
          </label>
          <select id="C_State_Code_Unique_Identifier1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_State_Code_Unique_Identifier1" class="dropdown form-control C_State_Code_Unique_Identifier1ID" required="" aria-required="true">
            <option data-country="all" value="" data-state="">-- select one --</option>
            <option data-country="US" value="AL" data-state="Alabama">Alabama</option>
            <option data-country="US" value="AK" data-state="Alaska">Alaska</option>
            <option data-country="US" value="AS" data-state="American Samoa">American Samoa</option>
            <option data-country="US" value="AA" data-state="APO/FPO AA">APO/FPO AA</option>
            <option data-country="US" value="AE" data-state="APO/FPO AE">APO/FPO AE</option>
            <option data-country="US" value="AP" data-state="APO/FPO AP">APO/FPO AP</option>
            <option data-country="US" value="AZ" data-state="Arizona">Arizona</option>
            <option data-country="US" value="AR" data-state="Arkansas">Arkansas</option>
            <option data-country="US" value="CA" data-state="California">California</option>
            <option data-country="US" value="PW" data-state="Caroline Islands">Caroline Islands</option>
            <option data-country="US" value="CO" data-state="Colorado">Colorado</option>
            <option data-country="US" value="CT" data-state="Connecticut">Connecticut</option>
            <option data-country="US" value="DE" data-state="Delaware">Delaware</option>
            <option data-country="US" value="DC" data-state="District of Columbia">District of Columbia</option>
            <option data-country="US" value="FL" data-state="Florida">Florida</option>
            <option data-country="US" value="GA" data-state="Georgia">Georgia</option>
            <option data-country="US" value="GU" data-state="Guam">Guam</option>
            <option data-country="US" value="HI" data-state="Hawaii">Hawaii</option>
            <option data-country="US" value="ID" data-state="Idaho">Idaho</option>
            <option data-country="US" value="IL" data-state="Illinois">Illinois</option>
            <option data-country="US" value="IN" data-state="Indiana">Indiana</option>
            <option data-country="US" value="IA" data-state="Iowa">Iowa</option>
            <option data-country="US" value="KS" data-state="Kansas">Kansas</option>
            <option data-country="US" value="KY" data-state="Kentucky">Kentucky</option>
            <option data-country="US" value="LA" data-state="Louisiana">Louisiana</option>
            <option data-country="US" value="ME" data-state="Maine">Maine</option>
            <option data-country="US" value="MP" data-state="Mariana Islands">Mariana Islands</option>
            <option data-country="US" value="MH" data-state="Marshall Islands">Marshall Islands</option>
            <option data-country="US" value="MD" data-state="Maryland">Maryland</option>
            <option data-country="US" value="MA" data-state="Massachusetts">Massachusetts</option>
            <option data-country="US" value="MI" data-state="Michigan">Michigan</option>
            <option data-country="US" value="MN" data-state="Minnesota">Minnesota</option>
            <option data-country="US" value="MS" data-state="Mississippi">Mississippi</option>
            <option data-country="US" value="MO" data-state="Missouri">Missouri</option>
            <option data-country="US" value="MT" data-state="Montana">Montana</option>
            <option data-country="US" value="NE" data-state="Nebraska">Nebraska</option>
            <option data-country="US" value="NV" data-state="Nevada">Nevada</option>
            <option data-country="US" value="NH" data-state="New Hampshire">New Hampshire</option>
            <option data-country="US" value="NJ" data-state="New Jersey">New Jersey</option>
            <option data-country="US" value="NM" data-state="New Mexico">New Mexico</option>
            <option data-country="US" value="NY" data-state="New York">New York</option>
            <option data-country="US" value="NC" data-state="North Carolina">North Carolina</option>
            <option data-country="US" value="ND" data-state="North Dakota">North Dakota</option>
            <option data-country="US" value="OH" data-state="Ohio">Ohio</option>
            <option data-country="US" value="OK" data-state="Oklahoma">Oklahoma</option>
            <option data-country="US" value="OR" data-state="Oregon">Oregon</option>
            <option data-country="US" value="PA" data-state="Pennsylvania">Pennsylvania</option>
            <option data-country="US" value="PR" data-state="Puerto Rico">Puerto Rico</option>
            <option data-country="US" value="RI" data-state="Rhode Island">Rhode Island</option>
            <option data-country="US" value="SC" data-state="South Carolina">South Carolina</option>
            <option data-country="US" value="SD" data-state="South Dakota">South Dakota</option>
            <option data-country="US" value="TN" data-state="Tennessee">Tennessee</option>
            <option data-country="US" value="TX" data-state="Texas">Texas</option>
            <option data-country="US" value="UT" data-state="Utah">Utah</option>
            <option data-country="US" value="VT" data-state="Vermont">Vermont</option>
            <option data-country="US" value="VI" data-state="Virgin Islands">Virgin Islands</option>
            <option data-country="US" value="VA" data-state="Virginia">Virginia</option>
            <option data-country="US" value="WA" data-state="Washington">Washington</option>
            <option data-country="US" value="WV" data-state="West Virginia">West Virginia</option>
            <option data-country="US" value="WI" data-state="Wisconsin">Wisconsin</option>
            <option data-country="US" value="WY" data-state="Wyoming">Wyoming</option>
            <option data-country="CN" value="CN-11" data-state="Beijing">Beijing</option>
            <option data-country="CN" value="CN-50" data-state="Chongqing">Chongqing</option>
            <option data-country="CN" value="CN-31" data-state="Shanghai">Shanghai</option>
            <option data-country="CN" value="CN-12" data-state="Tianjin">Tianjin</option>
            <option data-country="CN" value="CN-34" data-state="Anhui">Anhui</option>
            <option data-country="CN" value="CN-35" data-state="Fujian">Fujian</option>
            <option data-country="CN" value="CN-62" data-state="Gansu">Gansu</option>
            <option data-country="CN" value="CN-44" data-state="Guangdong">Guangdong</option>
            <option data-country="CN" value="CN-52" data-state="Guizhou">Guizhou</option>
            <option data-country="CN" value="CN-46" data-state="Hainan">Hainan</option>
            <option data-country="CN" value="CN-13" data-state="Hebei">Hebei</option>
            <option data-country="CN" value="CN-23" data-state="Heilongjiang">Heilongjiang</option>
            <option data-country="CN" value="CN-41" data-state="Henan">Henan</option>
            <option data-country="CN" value="CN-42" data-state="Hubei">Hubei</option>
            <option data-country="CN" value="CN-43" data-state="Hunan">Hunan</option>
            <option data-country="CN" value="CN-32" data-state="Jiangsu">Jiangsu</option>
            <option data-country="CN" value="CN-36" data-state="Jiangxi">Jiangxi</option>
            <option data-country="CN" value="CN-22" data-state="Jilin">Jilin</option>
            <option data-country="CN" value="CN-21" data-state="Liaoning">Liaoning</option>
            <option data-country="CN" value="CN-63" data-state="Qinghai">Qinghai</option>
            <option data-country="CN" value="CN-61" data-state="Shaanxi">Shaanxi</option>
            <option data-country="CN" value="CN-37" data-state="Shandong">Shandong</option>
            <option data-country="CN" value="CN-14" data-state="Shanxi">Shanxi</option>
            <option data-country="CN" value="CN-51" data-state="Sichuan">Sichuan</option>
            <option data-country="CN" value="CN-53" data-state="Yunnan">Yunnan</option>
            <option data-country="CN" value="CN-33" data-state="Zhejiang">Zhejiang</option>
            <option data-country="CN" value="CN-45" data-state="Guangxi">Guangxi</option>
            <option data-country="CN" value="CN-15" data-state="Nei Mongol">Nei Mongol</option>
            <option data-country="CN" value="CN-64" data-state="Ningxia">Ningxia</option>
            <option data-country="CN" value="CN-65" data-state="Xinjiang">Xinjiang</option>
            <option data-country="CN" value="CN-54" data-state="Xizang">Xizang</option>
            <option data-country="IT" value="IT-AG" data-state="Agrigento">Agrigento</option>
            <option data-country="IT" value="IT-AL" data-state="Alessandria">Alessandria</option>
            <option data-country="IT" value="IT-AN" data-state="Ancona">Ancona</option>
            <option data-country="IT" value="IT-AO" data-state="Aosta">Aosta</option>
            <option data-country="IT" value="IT-AR" data-state="Arezzo">Arezzo</option>
            <option data-country="IT" value="IT-AP" data-state="Ascoli Piceno">Ascoli Piceno</option>
            <option data-country="IT" value="IT-AT" data-state="Asti">Asti</option>
            <option data-country="IT" value="IT-AV" data-state="Avellino">Avellino</option>
            <option data-country="IT" value="IT-BA" data-state="Bari">Bari</option>
            <option data-country="IT" value="IT-BT" data-state="Barletta-Andria-Trani">Barletta-Andria-Trani</option>
            <option data-country="IT" value="IT-BL" data-state="Belluno">Belluno</option>
            <option data-country="IT" value="IT-BN" data-state="Benevento">Benevento</option>
            <option data-country="IT" value="IT-BG" data-state="Bergamo">Bergamo</option>
            <option data-country="IT" value="IT-BI" data-state="Biella">Biella</option>
            <option data-country="IT" value="IT-BO" data-state="Bologna">Bologna</option>
            <option data-country="IT" value="IT-BZ" data-state="Bolzano">Bolzano</option>
            <option data-country="IT" value="IT-BS" data-state="Brescia">Brescia</option>
            <option data-country="IT" value="IT-BR" data-state="Brindisi">Brindisi</option>
            <option data-country="IT" value="IT-CA" data-state="Cagliari">Cagliari</option>
            <option data-country="IT" value="IT-CL" data-state="Caltanissetta">Caltanissetta</option>
            <option data-country="IT" value="IT-CB" data-state="Campobasso">Campobasso</option>
            <option data-country="IT" value="IT-CI" data-state="Carbonia-Iglesias">Carbonia-Iglesias</option>
            <option data-country="IT" value="IT-CE" data-state="Caserta">Caserta</option>
            <option data-country="IT" value="IT-CT" data-state="Catania">Catania</option>
            <option data-country="IT" value="IT-CZ" data-state="Catanzaro">Catanzaro</option>
            <option data-country="IT" value="IT-CH" data-state="Chieti">Chieti</option>
            <option data-country="IT" value="IT-CO" data-state="Como">Como</option>
            <option data-country="IT" value="IT-CS" data-state="Cosenza">Cosenza</option>
            <option data-country="IT" value="IT-CR" data-state="Cremona">Cremona</option>
            <option data-country="IT" value="IT-KR" data-state="Crotone">Crotone</option>
            <option data-country="IT" value="IT-CN" data-state="Cuneo">Cuneo</option>
            <option data-country="IT" value="IT-EN" data-state="Enna">Enna</option>
            <option data-country="IT" value="IT-FM" data-state="Fermo">Fermo</option>
            <option data-country="IT" value="IT-FE" data-state="Ferrara">Ferrara</option>
            <option data-country="IT" value="IT-FI" data-state="Firenze">Firenze</option>
            <option data-country="IT" value="IT-FG" data-state="Foggia">Foggia</option>
            <option data-country="IT" value="IT-FC" data-state="Forlì-Cesena">Forlì-Cesena</option>
            <option data-country="IT" value="IT-FR" data-state="Frosinone">Frosinone</option>
            <option data-country="IT" value="IT-GE" data-state="Genova">Genova</option>
            <option data-country="IT" value="IT-GO" data-state="Gorizia">Gorizia</option>
            <option data-country="IT" value="IT-GR" data-state="Grosseto">Grosseto</option>
            <option data-country="IT" value="IT-IM" data-state="Imperia">Imperia</option>
            <option data-country="IT" value="IT-IS" data-state="Isernia">Isernia</option>
            <option data-country="IT" value="IT-SP" data-state="La Spezia">La Spezia</option>
            <option data-country="IT" value="IT-AQ" data-state="L'Aquila">L'Aquila</option>
            <option data-country="IT" value="IT-LT" data-state="Latina">Latina</option>
            <option data-country="IT" value="IT-LE" data-state="Lecce">Lecce</option>
            <option data-country="IT" value="IT-LC" data-state="Lecco">Lecco</option>
            <option data-country="IT" value="IT-LI" data-state="Livorno">Livorno</option>
            <option data-country="IT" value="IT-LO" data-state="Lodi">Lodi</option>
            <option data-country="IT" value="IT-LU" data-state="Lucca">Lucca</option>
            <option data-country="IT" value="IT-MC" data-state="Macerata">Macerata</option>
            <option data-country="IT" value="IT-MN" data-state="Mantova">Mantova</option>
            <option data-country="IT" value="IT-MS" data-state="Massa-Carrara">Massa-Carrara</option>
            <option data-country="IT" value="IT-MT" data-state="Matera">Matera</option>
            <option data-country="IT" value="IT-VS" data-state="Medio Campidano">Medio Campidano</option>
            <option data-country="IT" value="IT-ME" data-state="Messina">Messina</option>
            <option data-country="IT" value="IT-MI" data-state="Milano">Milano</option>
            <option data-country="IT" value="IT-MO" data-state="Modena">Modena</option>
            <option data-country="IT" value="IT-MB" data-state="Monza e della Brianza">Monza e della Brianza</option>
            <option data-country="IT" value="IT-NA" data-state="Napoli">Napoli</option>
            <option data-country="IT" value="IT-NO" data-state="Novara">Novara</option>
            <option data-country="IT" value="IT-NU" data-state="Nuoro">Nuoro</option>
            <option data-country="IT" value="IT-OG" data-state="Ogliastra">Ogliastra</option>
            <option data-country="IT" value="IT-OT" data-state="Olbia-Tempio">Olbia-Tempio</option>
            <option data-country="IT" value="IT-OR" data-state="Oristano">Oristano</option>
            <option data-country="IT" value="IT-PD" data-state="Padova">Padova</option>
            <option data-country="IT" value="IT-PA" data-state="Palermo">Palermo</option>
            <option data-country="IT" value="IT-PR" data-state="Parma">Parma</option>
            <option data-country="IT" value="IT-PV" data-state="Pavia">Pavia</option>
            <option data-country="IT" value="IT-PG" data-state="Perugia">Perugia</option>
            <option data-country="IT" value="IT-PU" data-state="Pesaro e Urbino">Pesaro e Urbino</option>
            <option data-country="IT" value="IT-PE" data-state="Pescara">Pescara</option>
            <option data-country="IT" value="IT-PC" data-state="Piacenza">Piacenza</option>
            <option data-country="IT" value="IT-PI" data-state="Pisa">Pisa</option>
            <option data-country="IT" value="IT-PT" data-state="Pistoia">Pistoia</option>
            <option data-country="IT" value="IT-PN" data-state="Pordenone">Pordenone</option>
            <option data-country="IT" value="IT-PZ" data-state="Potenza">Potenza</option>
            <option data-country="IT" value="IT-PO" data-state="Prato">Prato</option>
            <option data-country="IT" value="IT-RG" data-state="Ragusa">Ragusa</option>
            <option data-country="IT" value="IT-RA" data-state="Ravenna">Ravenna</option>
            <option data-country="IT" value="IT-RC" data-state="Reggio Calabria">Reggio Calabria</option>
            <option data-country="IT" value="IT-RE" data-state="Reggio Emilia">Reggio Emilia</option>
            <option data-country="IT" value="IT-RI" data-state="Rieti">Rieti</option>
            <option data-country="IT" value="IT-RN" data-state="Rimini">Rimini</option>
            <option data-country="IT" value="IT-RM" data-state="Roma">Roma</option>
            <option data-country="IT" value="IT-RO" data-state="Rovigo">Rovigo</option>
            <option data-country="IT" value="IT-SA" data-state="Salerno">Salerno</option>
            <option data-country="IT" value="IT-SS" data-state="Sassari">Sassari</option>
            <option data-country="IT" value="IT-SV" data-state="Savona">Savona</option>
            <option data-country="IT" value="IT-SI" data-state="Siena">Siena</option>
            <option data-country="IT" value="IT-SR" data-state="Siracusa">Siracusa</option>
            <option data-country="IT" value="IT-SO" data-state="Sondrio">Sondrio</option>
            <option data-country="IT" value="IT-TA" data-state="Taranto">Taranto</option>
            <option data-country="IT" value="IT-TE" data-state="Teramo">Teramo</option>
            <option data-country="IT" value="IT-TR" data-state="Terni">Terni</option>
            <option data-country="IT" value="IT-TO" data-state="Torino">Torino</option>
            <option data-country="IT" value="IT-TP" data-state="Trapani">Trapani</option>
            <option data-country="IT" value="IT-TN" data-state="Trento">Trento</option>
            <option data-country="IT" value="IT-TV" data-state="Treviso">Treviso</option>
            <option data-country="IT" value="IT-TS" data-state="Trieste">Trieste</option>
            <option data-country="IT" value="IT-UD" data-state="Udine">Udine</option>
            <option data-country="IT" value="IT-VA" data-state="Varese">Varese</option>
            <option data-country="IT" value="IT-VE" data-state="Venezia">Venezia</option>
            <option data-country="IT" value="IT-VB" data-state="Verbano-Cusio-Ossola">Verbano-Cusio-Ossola</option>
            <option data-country="IT" value="IT-VC" data-state="Vercelli">Vercelli</option>
            <option data-country="IT" value="IT-VR" data-state="Verona">Verona</option>
            <option data-country="IT" value="IT-VV" data-state="Vibo Valentia">Vibo Valentia</option>
            <option data-country="IT" value="IT-VI" data-state="Vicenza">Vicenza</option>
            <option data-country="IT" value="IT-VT" data-state="Viterbo">Viterbo</option>
            <option data-country="JP" value="JP-01" data-state="Hokkaido">Hokkaido</option>
            <option data-country="JP" value="JP-02" data-state="Aomori">Aomori</option>
            <option data-country="JP" value="JP-03" data-state="Iwate">Iwate</option>
            <option data-country="JP" value="JP-04" data-state="Miyagi">Miyagi</option>
            <option data-country="JP" value="JP-05" data-state="Akita">Akita</option>
            <option data-country="JP" value="JP-06" data-state="Yamagata">Yamagata</option>
            <option data-country="JP" value="JP-07" data-state="Fukushima">Fukushima</option>
            <option data-country="JP" value="JP-08" data-state="Ibaraki">Ibaraki</option>
            <option data-country="JP" value="JP-09" data-state="Tochigi">Tochigi</option>
            <option data-country="JP" value="JP-10" data-state="Gunma">Gunma</option>
            <option data-country="JP" value="JP-11" data-state="Saitama">Saitama</option>
            <option data-country="JP" value="JP-12" data-state="Chiba">Chiba</option>
            <option data-country="JP" value="JP-13" data-state="Tokyo">Tokyo</option>
            <option data-country="JP" value="JP-14" data-state="Kanagawa">Kanagawa</option>
            <option data-country="JP" value="JP-15" data-state="Niigata">Niigata</option>
            <option data-country="JP" value="JP-16" data-state="Toyama">Toyama</option>
            <option data-country="JP" value="JP-17" data-state="Ishikawa">Ishikawa</option>
            <option data-country="JP" value="JP-18" data-state="Fukui">Fukui</option>
            <option data-country="JP" value="JP-19" data-state="Yamanashi">Yamanashi</option>
            <option data-country="JP" value="JP-20" data-state="Nagano">Nagano</option>
            <option data-country="JP" value="JP-21" data-state="Gifu">Gifu</option>
            <option data-country="JP" value="JP-22" data-state="Shizuoka">Shizuoka</option>
            <option data-country="JP" value="JP-23" data-state="Aichi">Aichi</option>
            <option data-country="JP" value="JP-24" data-state="Mie">Mie</option>
            <option data-country="JP" value="JP-25" data-state="Shiga">Shiga</option>
            <option data-country="JP" value="JP-26" data-state="Kyoto">Kyoto</option>
            <option data-country="JP" value="JP-27" data-state="Osaka">Osaka</option>
            <option data-country="JP" value="JP-28" data-state="Hyogo">Hyogo</option>
            <option data-country="JP" value="JP-29" data-state="Nara">Nara</option>
            <option data-country="JP" value="JP-30" data-state="Wakayama">Wakayama</option>
            <option data-country="JP" value="JP-31" data-state="Tottori">Tottori</option>
            <option data-country="JP" value="JP-32" data-state="Shimane">Shimane</option>
            <option data-country="JP" value="JP-33" data-state="Okayama">Okayama</option>
            <option data-country="JP" value="JP-34" data-state="Hiroshima">Hiroshima</option>
            <option data-country="JP" value="JP-35" data-state="Yamaguchi">Yamaguchi</option>
            <option data-country="JP" value="JP-36" data-state="Tokushima">Tokushima</option>
            <option data-country="JP" value="JP-37" data-state="Kagawa">Kagawa</option>
            <option data-country="JP" value="JP-38" data-state="Ehime">Ehime</option>
            <option data-country="JP" value="JP-39" data-state="Kochi">Kochi</option>
            <option data-country="JP" value="JP-40" data-state="Fukuoka">Fukuoka</option>
            <option data-country="JP" value="JP-41" data-state="Saga">Saga</option>
            <option data-country="JP" value="JP-42" data-state="Nagasaki">Nagasaki</option>
            <option data-country="JP" value="JP-43" data-state="Kumamoto">Kumamoto</option>
            <option data-country="JP" value="JP-44" data-state="Oita">Oita</option>
            <option data-country="JP" value="JP-45" data-state="Miyazaki">Miyazaki</option>
            <option data-country="JP" value="JP-46" data-state="Kagoshima">Kagoshima</option>
            <option data-country="JP" value="JP-47" data-state="Okinawa">Okinawa</option>
            <option data-country="KR" value="KR-29" data-state="Gwangju">Gwangju</option>
            <option data-country="KR" value="KR-27" data-state="Daegu">Daegu</option>
            <option data-country="KR" value="KR-30" data-state="Daejeon">Daejeon</option>
            <option data-country="KR" value="KR-26" data-state="Busan">Busan</option>
            <option data-country="KR" value="KR-11" data-state="Seoul">Seoul</option>
            <option data-country="KR" value="KR-31" data-state="Ulsan">Ulsan</option>
            <option data-country="KR" value="KR-28" data-state="Incheon">Incheon</option>
            <option data-country="KR" value="KR-42" data-state="Gangwon-do">Gangwon-do</option>
            <option data-country="KR" value="KR-41" data-state="Gyeonggi-do">Gyeonggi-do</option>
            <option data-country="KR" value="KR-48" data-state="Gyeongsangnam-do">Gyeongsangnam-do</option>
            <option data-country="KR" value="KR-47" data-state="Gyeongsangbuk-do">Gyeongsangbuk-do</option>
            <option data-country="KR" value="KR-46" data-state="Jeollanam-do">Jeollanam-do</option>
            <option data-country="KR" value="KR-45" data-state="Jeollabuk-do">Jeollabuk-do</option>
            <option data-country="KR" value="KR-49" data-state="Jeju-do">Jeju-do</option>
            <option data-country="KR" value="KR-44" data-state="Chungcheongnam-do">Chungcheongnam-do</option>
            <option data-country="KR" value="KR-43" data-state="Chungcheongbuk-do">Chungcheongbuk-do</option>
            <option data-country="KR" value="KR-50" data-state="Sejong">Sejong</option>
            <option data-country="MX" value="MX-AGU" data-state="Aguascalientes">Aguascalientes</option>
            <option data-country="MX" value="MX-BCN" data-state="Baja California">Baja California</option>
            <option data-country="MX" value="MX-BCS" data-state="Baja California Sur">Baja California Sur</option>
            <option data-country="MX" value="MX-CAM" data-state="Campeche">Campeche</option>
            <option data-country="MX" value="MX-CHP" data-state="Chiapas">Chiapas</option>
            <option data-country="MX" value="MX-CHH" data-state="Chihuahua">Chihuahua</option>
            <option data-country="MX" value="MX-COA" data-state="Coahuila">Coahuila</option>
            <option data-country="MX" value="MX-COL" data-state="Colima">Colima</option>
            <option data-country="MX" value="MX-DIF" data-state="Distrito Federal">Distrito Federal</option>
            <option data-country="MX" value="MX-DUR" data-state="Durango">Durango</option>
            <option data-country="MX" value="MX-MEX" data-state="Estado de México">Estado de Mexico</option>
            <option data-country="MX" value="MX-GUA" data-state="Guanajuato">Guanajuato</option>
            <option data-country="MX" value="MX-GRO" data-state="Guerrero">Guerrero</option>
            <option data-country="MX" value="MX-HID" data-state="Hidalgo">Hidalgo</option>
            <option data-country="MX" value="MX-JAL" data-state="Jalisco">Jalisco</option>
            <option data-country="MX" value="MX-MIC" data-state="Michoacán">Michoacán</option>
            <option data-country="MX" value="MX-MOR" data-state="Morelos">Morelos</option>
            <option data-country="MX" value="MX-NAY" data-state="Nayarit">Nayarit</option>
            <option data-country="MX" value="MX-NLE" data-state="Nuevo León">Nuevo León</option>
            <option data-country="MX" value="MX-OAX" data-state="Oaxaca">Oaxaca</option>
            <option data-country="MX" value="MX-PUE" data-state="Puebla">Puebla</option>
            <option data-country="MX" value="MX-QUE" data-state="Querétaro">Querétaro</option>
            <option data-country="MX" value="MX-ROO" data-state="Quintana Roo">Quintana Roo</option>
            <option data-country="MX" value="MX-SLP" data-state="San Luis Potosí">San Luis Potosi</option>
            <option data-country="MX" value="MX-SIN" data-state="Sinaloa">Sinaloa</option>
            <option data-country="MX" value="MX-SON" data-state="Sonora">Sonora</option>
            <option data-country="MX" value="MX-TAB" data-state="Tabasco">Tabasco</option>
            <option data-country="MX" value="MX-TAM" data-state="Tamaulipas">Tamaulipas</option>
            <option data-country="MX" value="MX-TLA" data-state="Tlaxcala">Tlaxcala</option>
            <option data-country="MX" value="MX-VER" data-state="Veracruz">Veracruz</option>
            <option data-country="MX" value="MX-YUC" data-state="Yucatán">Yucatán</option>
            <option data-country="MX" value="MX-ZAC" data-state="Zacatecas">Zacatecas</option>
            <option data-country="IN" value="IN-AN" data-state="Andaman and Nicobar Islands">Andaman and Nicobar Islands</option>
            <option data-country="IN" value="IN-AP" data-state="Andhra Pradesh">Andhra Pradesh</option>
            <option data-country="IN" value="IN-AR" data-state="Arunachal Pradesh">Arunachal Pradesh</option>
            <option data-country="IN" value="IN-AS" data-state="Assam">Assam</option>
            <option data-country="IN" value="IN-BR" data-state="Bihar">Bihar</option>
            <option data-country="IN" value="IN-CH" data-state="Chandigarh">Chandigarh</option>
            <option data-country="IN" value="IN-CT" data-state="Chhattisgarh">Chhattisgarh</option>
            <option data-country="IN" value="IN-DN" data-state="Dadra and Nagar Haveli">Dadra and Nagar Haveli</option>
            <option data-country="IN" value="IN-DD" data-state="Daman and Diu">Daman and Diu</option>
            <option data-country="IN" value="IN-DL" data-state="Delhi">Delhi</option>
            <option data-country="IN" value="IN-GA" data-state="Goa">Goa</option>
            <option data-country="IN" value="IN-GJ" data-state="Gujarat">Gujarat</option>
            <option data-country="IN" value="IN-HR" data-state="Haryana">Haryana</option>
            <option data-country="IN" value="IN-HP" data-state="Himachal Pradesh">Himachal Pradesh</option>
            <option data-country="IN" value="IN-JK" data-state="Jammu and Kashmir">Jammu and Kashmir</option>
            <option data-country="IN" value="IN-JH" data-state="Jharkhand">Jharkhand</option>
            <option data-country="IN" value="IN-KA" data-state="Karnataka">Karnataka</option>
            <option data-country="IN" value="IN-KL" data-state="Kerala">Kerala</option>
            <option data-country="IN" value="IN-LD" data-state="Lakshadweep">Lakshadweep</option>
            <option data-country="IN" value="IN-MP" data-state="Madhya Pradesh">Madhya Pradesh</option>
            <option data-country="IN" value="IN-MH" data-state="Maharashtra">Maharashtra</option>
            <option data-country="IN" value="IN-MN" data-state="Manipur">Manipur</option>
            <option data-country="IN" value="IN-ML" data-state="Meghalaya">Meghalaya</option>
            <option data-country="IN" value="IN-MZ" data-state="Mizoram">Mizoram</option>
            <option data-country="IN" value="IN-NL" data-state="Nagaland">Nagaland</option>
            <option data-country="IN" value="IN-OR" data-state="Odisha">Odisha</option>
            <option data-country="IN" value="IN-PY" data-state="Puducherry">Puducherry</option>
            <option data-country="IN" value="IN-PB" data-state="Punjab">Punjab</option>
            <option data-country="IN" value="IN-RJ" data-state="Rajasthan">Rajasthan</option>
            <option data-country="IN" value="IN-SK" data-state="Sikkim">Sikkim</option>
            <option data-country="IN" value="IN-TG" data-state="Telangana">Telangana</option>
            <option data-country="IN" value="IN-TN" data-state="Tamil Nadu">Tamil Nadu</option>
            <option data-country="IN" value="IN-TR" data-state="Tripura">Tripura</option>
            <option data-country="IN" value="IN-UP" data-state="Uttar Pradesh">Uttar Pradesh</option>
            <option data-country="IN" value="IN-UT" data-state="Uttarakhand">Uttarakhand</option>
            <option data-country="IN" value="IN-WB" data-state="West Bengal">West Bengal</option>
            <option data-country="CA" value="AB" data-state="Alberta">Alberta</option>
            <option data-country="CA" value="BC" data-state="British Columbia">British Columbia</option>
            <option data-country="CA" value="MB" data-state="Manitoba">Manitoba</option>
            <option data-country="CA" value="NB" data-state="New Brunswick">New Brunswick</option>
            <option data-country="CA" value="NL" data-state="Newfoundland and Labrador">Newfoundland and Labrador</option>
            <option data-country="CA" value="NT" data-state="Northwest Territory">Northwest Territory</option>
            <option data-country="CA" value="NS" data-state="Nova Scotia">Nova Scotia</option>
            <option data-country="CA" value="NU" data-state="Nunavut">Nunavut</option>
            <option data-country="CA" value="ON" data-state="Ontario">Ontario</option>
            <option data-country="CA" value="PE" data-state="Prince Edward Island">Prince Edward Island</option>
            <option data-country="CA" value="QC" data-state="Quebec">Quebec</option>
            <option data-country="CA" value="SK" data-state="Saskatchewan">Saskatchewan</option>
            <option data-country="CA" value="YT" data-state="Yukon Territory">Yukon Territory</option>
            <option data-country="AU" value="AU-ACT" data-state="Australian Capital Territory">Australian Capital Territory</option>
            <option data-country="AU" value="AU-NSW" data-state="New South Wales">New South Wales</option>
            <option data-country="AU" value="AU-NT" data-state="Northern Territory">Northern Territory</option>
            <option data-country="AU" value="AU-QLD" data-state="Queensland">Queensland</option>
            <option data-country="AU" value="AU-SA" data-state="South Australia">South Australia</option>
            <option data-country="AU" value="AU-TAS" data-state="Tasmania">Tasmania</option>
            <option data-country="AU" value="AU-VIC" data-state="Victoria">Victoria</option>
            <option data-country="AU" value="AU-WA" data-state="Western Australia">Western Australia</option>
          </select>
          <p class="field_note help-block C_State_Code_Unique_Identifier1Inst"></p>
        </div>
        <div class="eloqua-field C_CompanyCont">
          <div class="form_element form-group">
            <label class="control-label js-eloqua-C_Company-label-company" for="C_CompanyID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span id="C_CompanyLabelCompany_5fb969d9-c7de-4f05-9c2d-c05e21747b78">Company<span class="req">*</span></span>
            </label>
            <label class="control-label js-eloqua-C_Company-label-school" for="C_CompanyID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span id="C_CompanyLabelSchool_5fb969d9-c7de-4f05-9c2d-c05e21747b78">University<span class="req">*</span></span>
            </label>
            <div class="input-group" style="width:100%;">
              <div class="input-group-btn dropdown companyIcon" style="display: none;">
                <button class="btn btn-default dropdown-toggle" type="button" data-toggle="dropdown">
                  <span class="dropdown_text">Show All Items</span>
                  <span class="icon-arrow-open-down icon_16"></span>
                </button>
                <ul class="dropdown-menu list-unstyled showallUL"></ul>
              </div>
              <input type="text" value="" id="C_CompanyID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_Company" class="textfield form-control C_CompanyID" maxlength="100" autocomplete="off" required="" aria-required="true">
            </div>
            <div>
              <p class="field_note help-block C_CompanyInst"> Enter the official name</p>
            </div>
          </div>
        </div>
        <div class="form_element form-group has-feedback eloqua-field C_Department1Cont">
          <label class="control-label" for="C_Department1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span>Department<span class="req">*</span></span>
          </label>
          <input type="text" value="" id="C_Department1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_Department1" class="textfield form-control C_Department1ID" maxlength="100" required="" aria-required="true">
          <span class="form-control-feedback" aria-hidden="true"></span>
          <p class="field_note help-block C_Department1Inst"></p>
        </div>
        <div class="form-group eloqua-field C_Department_Academic1Cont">
          <label class="control-label" for="C_Department_Academic1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span>Department<span class="req">*</span></span>
          </label>
          <select id="C_Department_Academic1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_Department_Academic1" class="dropdown form-control C_Department_Academic1ID" required="" aria-required="true">
            <option value="">-- select one --</option>
            <option value="Aerospace Engineering"> Aerospace Engineering </option>
            <option value="Agriculture"> Agriculture </option>
            <option value="Food Science"> Food Science </option>
            <option value="Biological and Health Sciences"> Biological and Health Sciences </option>
            <option value="Biomedical Engineering"> Biomedical Engineering </option>
            <option value="Business, Economics, and Finance"> Business, Economics, and Finance </option>
            <option value="Chemical Engineering"> Chemical Engineering </option>
            <option value="Chemistry"> Chemistry </option>
            <option value="Civil and Environmental Engineering"> Civil and Environmental Engineering </option>
            <option value="Computer Science"> Computer Science </option>
            <option value="Earth, Ocean, and Atmospheric Sciences"> Earth, Ocean, and Atmospheric Sciences </option>
            <option value="Electrical and Computer Engineering"> Electrical and Computer Engineering </option>
            <option value="Industrial Engineering"> Industrial Engineering </option>
            <option value="Materials Sciences"> Materials Sciences </option>
            <option value="Mathematics"> Mathematics </option>
            <option value="Mechanical Engineering"> Mechanical Engineering </option>
            <option value="Mining and Minerals Engineering"> Mining and Minerals Engineering </option>
            <option value="Neuroscience"> Neuroscience </option>
            <option value="Nuclear Engineering"> Nuclear Engineering </option>
            <option value="Operations Research/Management Science"> Operations Research/Management Science </option>
            <option value="Petroleum Engineering"> Petroleum Engineering </option>
            <option value="Physics"> Physics </option>
            <option value="Psychology"> Psychology </option>
            <option value="Sociology and Anthropology"> Sociology and Anthropology </option>
            <option value="Statistics"> Statistics </option>
            <option value="Other Engineering"> Other Engineering </option>
            <option value="Other Sciences"> Other Sciences </option>
          </select>
          <p class="field_note help-block C_Department_Academic1Inst"></p>
        </div>
        <div class="form_element form-group has-feedback eloqua-field C_Department___Latin1Cont">
          <label class="control-label" for="C_Department___Latin1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span> Latin Department<span class="req">*</span></span>
          </label>
          <input type="text" value="" id="C_Department___Latin1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_Department___Latin1" class="textfield form-control C_Department___Latin1ID" maxlength="100" required="" aria-required="true">
          <span class="form-control-feedback" aria-hidden="true"></span>
          <p class="field_note help-block C_Department___Latin1Inst"></p>
        </div>
        <div class="form_element form-group has-feedback eloqua-field C_CityCont">
          <label class="control-label" for="C_CityID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span>City<span class="req">*</span></span>
          </label>
          <input type="text" value="" id="C_CityID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_City" class="textfield form-control C_CityID" maxlength="50" required="" aria-required="true">
          <span class="form-control-feedback" aria-hidden="true"></span>
          <p class="field_note help-block C_CityInst"></p>
        </div>
        <div class="form_element form-group has-feedback eloqua-field C_Zip_PostalCont">
          <label class="control-label" for="C_Zip_PostalID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span>Zip Code<span class="req">*</span></span>
          </label>
          <input type="text" value="" id="C_Zip_PostalID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_Zip_Postal" class="textfield form-control C_Zip_PostalID" maxlength="30" required="" aria-required="true">
          <span class="form-control-feedback" aria-hidden="true"></span>
          <p class="field_note help-block C_Zip_PostalInst"></p>
        </div>
        <div class="form_element form-group has-feedback eloqua-field C_BusPhoneCont">
          <label class="control-label" for="C_BusPhoneID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span>Phone<span class="req">*</span></span>
          </label>
          <input type="text" value="" id="C_BusPhoneID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_BusPhone" class="textfield form-control C_BusPhoneID" maxlength="18" required="" aria-required="true">
          <span class="form-control-feedback" aria-hidden="true"></span>
          <p class="field_note help-block C_BusPhoneInst"> Include country code before the telephone number. (Example: +1-555-555-5555) <a href="https://countrycode.org/" target="_blank" rel="nofollow">
										See list of country codes.
									</a>
          </p>
        </div>
        <div class="form_element form-group has-feedback eloqua-field C_MobilePhoneCont">
          <label class="control-label" for="C_MobilePhoneID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span>Mobile Phone<span class="req">*</span></span>
          </label>
          <input type="text" value="" id="C_MobilePhoneID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_MobilePhone" class="textfield form-control C_MobilePhoneID" maxlength="18" required="" aria-required="true">
          <span class="form-control-feedback" aria-hidden="true"></span>
          <p class="field_note help-block C_MobilePhoneInst"> Include country code before the telephone number. (Example: +1-555-555-5555) <a href="https://countrycode.org/" target="_blank" rel="nofollow">
										See list of country codes.
									</a>
          </p>
        </div>
        <div class="form_element form-group has-feedback eloqua-field C_Graduation_Year1Cont">
          <label class="control-label" for="C_Graduation_Year1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span> Year of Graduation<span class="req">*</span></span>
          </label>
          <input type="text" value="" id="C_Graduation_Year1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_Graduation_Year1" class="textfield form-control C_Graduation_Year1ID" maxlength="4" required="" aria-required="true">
          <span class="form-control-feedback" aria-hidden="true"></span>
          <p class="field_note help-block C_Graduation_Year1Inst"></p>
        </div>
        <div class="form_element form-group has-feedback eloqua-field C_Interest_Area1Cont">
          <label class="control-label" for="C_Interest_Area1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78"><span>Areas of Interest<span class="req">*</span></span>
          </label>
          <select id="C_Interest_Area1ID_5fb969d9-c7de-4f05-9c2d-c05e21747b78" name="C_Interest_Area1" class="dropdown form-control C_Interest_Area1ID" required="" multiple="" aria-required="true">
            <option value="Computational Biology">Computational Biology</option>
            <option value="Control Systems">Control Systems</option>
            <option value="Data Analytics">Data Analytics</option>
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PROCEEDINGS

 * Tuesday, April 5, 2022

 * Thursday, April 7, 2022




FEATURED PRESENTATIONS

Converting Spreadsheet-Based Scenario Definitions to OpenSCENARIO Files.

15:08 Video length is 15:08.
Converting Spreadsheet-Based Scenario Definitions to OpenSCENARIO Files
Emily Foster, Ford Motor Company

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Automotive DevOps for Model-Based Design with AWS, NXP, and MathWorks.

13:47 Video length is 13:47.
Automotive DevOps for Model-Based Design with AWS, NXP, and MathWorks
Curt Hillier, NXP Semiconductor

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Turning the Tables on Validation with Agile Model-Based Design.

13:49 Video length is 13:49.
Turning the Tables on Validation with Agile Model-Based Design
Jim Ross, MathWorks

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TUESDAY, APRIL 5, 2022

Software-Defined Vehicles: Developing Service-Oriented Applications with
Simulink.

15:54 Video length is 15:54.
Software-Defined Vehicles: Developing Service-Oriented Applications with
Simulink
Luigi Milia, MathWorks
Shwetha Bhadravathi Patil, MathWorks

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Automotive DevOps for Model-Based Design with AWS, NXP, and MathWorks.

13:47 Video length is 13:47.
Automotive DevOps for Model-Based Design with AWS, NXP, and MathWorks
Curt Hillier, NXP Semiconductor

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Model-Based Design Meets CI: I Connected Simulink with My CI System—What’s
Next?.

15:08 Video length is 15:08.
Model-Based Design Meets CI: I Connected Simulink with My CI System—What’s Next?
Tjorben Gross, MathWorks

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Challenges and Successes in Migrating Legacy Software Modeling to a
Simulation-Based Product Development System.

12:42 Video length is 12:42.
Challenges and Successes in Migrating Legacy Software Modeling to a
Simulation-Based Product Development System
Jason Stallard, Cummins
Brandon Trombley, MathWorks

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Turning the Tables on Validation with Agile Model-Based Design.

13:49 Video length is 13:49.
Turning the Tables on Validation with Agile Model-Based Design
Jim Ross, MathWorks

Watch video (13:49)
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Building the Digital Thread from MBD to MBSE to Meet ISO 26262 for Embedded
Software.

15:42 Video length is 15:42.
Building the Digital Thread from MBD to MBSE to Meet ISO 26262 for Embedded
Software
Joshua McCready, Ford Motor Company
Hans Gangwar, Ford Motor Company

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Addressing Common Inefficiencies When Targeting AUTOSAR and ISO 26262 with
Simulink.

12:57 Video length is 12:57.
Addressing Common Inefficiencies When Targeting AUTOSAR and ISO 26262 with
Simulink
Michael Boyle, MathWorks

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Effective Model-Based Development Strategies for ASPICE and Safety Compliance.

14:49 Video length is 14:49.
Effective Model-Based Development Strategies for ASPICE and Safety Compliance
Peter Abowd, Kugler Maag Cie
Steve Tengler, Kugler Maag Cie

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Faster Software Delivery with Polyspace in Your Software Factory.

15:32 Video length is 15:32.
Faster Software Delivery with Polyspace in Your Software Factory
Patrick Munier, MathWorks

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Building a Cloud-Based Digital Twin for an EV Battery Pack.

12:39 Video length is 12:39.
Building a Cloud-Based Digital Twin for an EV Battery Pack
Will Wilson, MathWorks

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THURSDAY, APRIL 7, 2022

Battery SOH and SOC Estimation Using a Hybrid Machine Learning Approach.

13:38 Video length is 13:38.
Battery SOH and SOC Estimation Using a Hybrid Machine Learning Approach
Mahesh Ghivari, KPIT Technologies Limited
Debango Chakraborty, KPIT Technologies Limited

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Developing Onboard SOH Estimation Using DVA and ICA for LFP Batteries.

13:51 Video length is 13:51.
Developing Onboard SOH Estimation Using DVA and ICA for LFP Batteries
David Jauernig, Gotion, Inc.

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Onboard Battery Pack State of Charge Estimation Using a Trained Neural Network.

15:02 Video length is 15:02.
Onboard Battery Pack State of Charge Estimation Using a Trained Neural Network
Trevor Jones, Gotion, Inc.

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AI Workflows for Battery State Estimation.

15:36 Video length is 15:36.
AI Workflows for Battery State Estimation
Javier Gazzarri, MathWorks

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Building a Virtual Vehicle for Large-Scale Simulation Studies.

15:33 Video length is 15:33.
Building a Virtual Vehicle for Large-Scale Simulation Studies
Mike Sasena, MathWorks
Brad Hieb, MathWorks
Scott Furry, MathWorks

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Applying AI Technologies to Vehicle Sensor Modeling.

16:26 Video length is 16:26.
Applying AI Technologies to Vehicle Sensor Modeling
Rafael Átila Silva, Stellantis

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Multi-Stack Fuel Cell Electric Vehicle Modeling and Applications.

19:10 Video length is 19:10.
Multi-Stack Fuel Cell Electric Vehicle Modeling and Applications
Jason Rodgers, MathWorks

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What’s New in MATLAB, Simulink, and RoadRunner for Automated Driving
Development.

14:09 Video length is 14:09.
What’s New in MATLAB, Simulink, and RoadRunner for Automated Driving Development
Pitambar Dayal, MathWorks

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Converting Spreadsheet-Based Scenario Definitions to OpenSCENARIO Files.

15:08 Video length is 15:08.
Converting Spreadsheet-Based Scenario Definitions to OpenSCENARIO Files
Emily Foster, Ford Motor Company

Watch video (15:08)
View slides
Read abstract

Design and Simulate Scenarios for Automated Driving Applications.

17:00 Video length is 17:00.
Design and Simulate Scenarios for Automated Driving Applications
Shusen Zhang, MathWorks
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From Motorcycle to Chevy Bolt: A Journey with MATLAB in Autonomous Vehicles and
Robots Research.

14:03 Video length is 14:03.
From Motorcycle to Chevy Bolt: A Journey with MATLAB in Autonomous Vehicles and
Robots Research
Dezhen Song, Texas A&M University

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Design of a Vehicle Platooning Controller with V2V Communication.

10:14 Video length is 10:14.
Design of a Vehicle Platooning Controller with V2V Communication
Seo-Wook Park, MathWorks

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×


×

SOFTWARE-DEFINED VEHICLES: DEVELOPING SERVICE-ORIENTED APPLICATIONS WITH
SIMULINK

Luigi Milia, MathWorks
Shwetha Bhadravathi Patil, MathWorks

Our driving experience will soon be defined by the software running in the car
and in the cloud. A new holistic approach for software architectures based on
services and service-oriented communication is emerging. This approach enables
continuous development and deployment of innovative software features and makes
new types of collaboration possible between OEMs and software platform
providers.

Join this session to learn how you can use Simulink® to design, simulate, and
deploy applications into these new software architectures according to industry
standards such as AUTOSAR Adaptive, DDS, and ROS.


×

AUTOMOTIVE DEVOPS FOR MODEL-BASED DESIGN WITH AWS, NXP, AND MATHWORKS

Curt Hillier, NXP Semiconductor

Vehicle features and capabilities are transitioning from being mostly
mechanically defined to being software defined. OEMs are adopting agile software
development methods to update and maintain this software, driving the need for
DevOps. NXP Semiconductors, MathWorks, and AWS have collaborated on a DevOps
solution for Model-Based Design utilizing advanced vehicle control algorithms.
In this talk, NXP will present the full cloud-to-vehicle solution built with AMS
CodeSuite services by using MathWorks design tools targeting NXP automotive
processors. This presentation also covers NXP® Model-Based Design Toolbox
supporting code execution and profiling on the NXP S32S GreenBox II and NXP S32G
GoldBox.


×

MODEL-BASED DESIGN MEETS CI: I CONNECTED SIMULINK WITH MY CI SYSTEM—WHAT’S NEXT?

Tjorben Gross, MathWorks

Many development teams have started integrating Model-Based Design into their
continuous integration (CI) pipeline. What’s next? Learn how to optimize the
interactive development practices to increase CI flow rate, maximize automation
in the pipeline, and plan the extension of CI to DevOps.


×

CHALLENGES AND SUCCESSES IN MIGRATING LEGACY SOFTWARE MODELING TO A
SIMULATION-BASED PRODUCT DEVELOPMENT SYSTEM

Jason Stallard, Cummins
Brandon Trombley, MathWorks

To meet the demands of the modern on-highway market, engineering teams are
moving towards agile development with a continuous integration and delivery
development methodology. To adopt this new methodology, sometimes evolutionary
changes in product and process aren’t enough and a revolutionary approach must
be embraced, including knowing which parts of 100 years of development are
integral to the company and which parts are holding it back from growth. Cummins
has been reshaping its product and process to meet these challenges, targeting
more effort on simulation and architecture with an initiative called
simulation-based product development. MathWorks products and services are a
strategic part of that vision. We will discuss how key enablers like executive
sponsorship and vision, AUTOSAR, CICD, and “simulate everything” are helping to
cement change and surmount challenges in culture, legacy technical debt, and
skill sets.


×

TURNING THE TABLES ON VALIDATION WITH AGILE MODEL-BASED DESIGN

Jim Ross, MathWorks

The growing complexity of today’s products—fueled by ever-increasing software
content and coupled with shrinking timelines for delivering new
products—requires engineers to “turn the tables” on existing workflows. The core
principle of agile Model-Based Design centers on the idea of reducing rework.
Typical workflows result in on-product validation at the end of the development
cycle. Requirement issues found at that point drive rework—often taking the
design through the entire development cycle again. Early integration and
validation through agile Model-Based Design provides an opportunity to minimize
rework through up-front, rapid iteration on architecture and requirements.


×

BUILDING THE DIGITAL THREAD FROM MBD TO MBSE TO MEET ISO 26262 FOR EMBEDDED
SOFTWARE

Joshua McCready, Ford Motor Company
Hans Gangwar, Ford Motor Company

Adoption of ISO 26262 has led to the expansion of development methodology from
hand code to Model-Based Design. A number of process improvements were
identified to achieve traceability and thread pulling across the system
engineering process, including connecting architecture models and implementation
models, implementing traceability between requirements and models, and
understanding model architecture’s implication on impact analysis. This
presentation will provide an early overview of the solution that involves an
integrated Model-Based Design-Model-Based Systems Engineering workflow, limited
duplication of sources of truth, establishment of traceability and coverage with
a requirement management tool, and a componentized modeling style.


×

ADDRESSING COMMON INEFFICIENCIES WHEN TARGETING AUTOSAR AND ISO 26262 WITH
SIMULINK

Michael Boyle, MathWorks

Although the AUTOSAR standard has included constructs to support functional
safety concepts since its inception, the automotive functional safety standard
ISO 26262 came later from a different community. As a result, an engineering
team needs to understand the gaps between these two standards when applying both
at the same time. If done appropriately, the team can reduce the effort required
for achieving compliance. However, finding the right solutions could be time
consuming and done at the expense of engineering time on the product. In this
presentation, explore a set of best practices in AUTOSAR for adhering to ISO
26262, distilled from working with automotive engineers in the last 5 years,
covering architecture, data management and transfer, and workflow.


×

BATTERY SOH AND SOC ESTIMATION USING A HYBRID MACHINE LEARNING APPROACH

Mahesh Ghivari, KPIT Technologies Limited
Debango Chakraborty, KPIT Technologies Limited

KPIT developed a hybrid approach to overcome the shortcomings of existing
individual methods for SOC and SOH estimation. It combines a battery model and a
neural network to predict SOC and then uses the obtained SOC to derive SOH
parameters. Deep Learning Toolbox™ and MATLAB® were used to train a feedforward
neural network, which was then extensively validated for robustness. The neural
network was then incorporated into Simulink® and deployed to a PowerPC-based
embedded platform using Embedded Coder® and AUTOSAR Blockset. This workflow has
been validated on multiple datasets for LFP and LCO chemistry. It has provided
SOC and SOH estimation with improved accuracy well within +- 5% consistently
over a different driving cycle range.


×

ONBOARD BATTERY PACK STATE OF CHARGE ESTIMATION USING A TRAINED NEURAL NETWORK

Trevor Jones, Gotion, Inc.

Using battery cell cycler charging data with the Deep Learning Toolbox™, we
train and validate a neural network to estimate pack state of charge (SOC)
during vehicle charging. We create a prototype SOC estimation strategy in
Simulink® using the trained neural network. Afterwards, we verify the strategy’s
ability to meet functional requirements using Simulink Test™ and deploy it as a
“shadow” strategy within an existing AUTOSAR SOC software component. We evaluate
the impact on CPU and memory resources on the BMS. We also evaluate the strategy
on test vehicles and find that the results are promising.


×

AI WORKFLOWS FOR BATTERY STATE ESTIMATION

Javier Gazzarri, MathWorks

State of charge (SOC) estimation is among the most important tasks of a battery
management system (BMS). SOC estimation is typically performed by current
integration or using a Kalman filter. In this session, we will describe an
alternative method based on AI. A deep neural network is trained to predict SOC
based on voltage, current, and temperature measurements. The resulting network
is then implemented in Simulink® and incorporated into a closed-loop BMS model.
Finally, C code is automatically generated from the net for hardware
implementation on an NXP S32K3 board used in PIL mode.


×

APPLYING AI TECHNOLOGIES TO VEHICLE SENSOR MODELING

Rafael Átila Silva, Stellantis

This presentation introduces a method of applying AI technology to vehicle
sensor modeling. In this method, machine learning with non-parametric regression
is applied. A detailed GT-SUITE vehicle model is coupled with Simulink® to
generate design data needed for sensor modeling. Relevant predictors are
selected. The AI training algorithm is applied. The NOx sensor model is designed
based on the data generated from the detailed GT-SUITE vehicle model. The
FTP-75, US06, and HWFET are used for the vehicle running setup. The developed
NOx sensor model is embedded into Simulink and coupled with the GT vehicle model
to verify the prediction capacity. The LA92 driving cycle and Brazilian road
test are used on the sensor model validation. The machine learning technology on
NOx sensor modeling proves to be successful and will have a wide range of
applications in the automotive industry.


×

CONVERTING SPREADSHEET-BASED SCENARIO DEFINITIONS TO OPENSCENARIO FILES

Emily Foster, Ford Motor Company

The goal of this project was to create a tool to convert spreadsheet-based
scenario definitions into the OpenSCENARIO standard format for easy exchange,
usability, and storage for Ford engineers. Through standardization, the tool
allowed for scenario reuse regardless of the simulation tool and test case
format. The tool was first used to support automated conversion of scenarios
defined in complicated spreadsheets to the beta version of OpenSCENARIO. This
tool is capable of showing the resulting scenario in the Automated Driving
Toolbox™ drivingScenario tool and exporting OpenSCENARIO 0.9.1 files
representing the corresponding CarSim scenarios. Lastly, the app was modified so
that users could enter information required by OpenSCENARIO to build up
scenarios from other documentation—enabling reusability and easy shareability
across Ford.


×

FROM MOTORCYCLE TO CHEVY BOLT: A JOURNEY WITH MATLAB IN AUTONOMOUS VEHICLES AND
ROBOTS RESEARCH

Dezhen Song, Texas A&M University

Hear about our two decades of lessons learned and experience with autonomous
vehicle and robot navigation through four case studies in chronical order. We
started our journey by developing the world’s first autonomous motorcycle to
participate in the DARPA Grand Challenges (DGCs) 2004 and 2005. We developed
perception, vehicle navigation, and control algorithms for this non-minimum
phase system to navigate in a desert terrain. Following DGC, we developed
intelligent navigation algorithms for skid-steered vehicles. Collaborating with
Johnson Space Center, we have also developed localization and mapping algorithms
for NASA Robonaut, a humanoid robot serving on the International Space Station.
Most recently, our students have successfully competed in the first GM/SAE
Autodrive Challenge. MATLAB® has been an irreplaceable toolset and an integral
part of our developing experience.


×

DESIGN OF A VEHICLE PLATOONING CONTROLLER WITH V2V COMMUNICATION

Seo-Wook Park, MathWorks

Learn how to design a controller for vehicle platooning applications with
vehicle-to-vehicle (V2V) communication. Every following vehicle in a platoon
maintains a constant spacing from its preceding vehicle. Vehicles traveling in
tightly spaced platoons can improve traffic flow, safety, and fuel economy. Each
vehicle obtains the position and movement information of the other vehicles in
the platoon wirelessly via the V2V communication. A given acceleration profile
drives the lead vehicle, and every trailing vehicle follows the lead vehicle
while maintaining a predefined space by a platooning controller.


×

EFFECTIVE MODEL-BASED DEVELOPMENT STRATEGIES FOR ASPICE AND SAFETY COMPLIANCE

Peter Abowd, Kugler Maag Cie
Steve Tengler, Kugler Maag Cie

Overcoming the challenges of effective software architecting and detailed
designing in hybrid model-based and code-based environments, and doing so in a
compliant manner, requires strategic decisions among the project team. These
strategies, as well as compliance, are often not well formed or understood by
project teams, and the answers are complicated in hybrid environments. This
session will demonstrate how model-based development can be compliant in similar
fashion to hand code but also have distinct advantages, especially when
utilizing key features of Simulink®.


×

FASTER SOFTWARE DELIVERY WITH POLYSPACE IN YOUR SOFTWARE FACTORY

Patrick Munier, MathWorks

Increasing C/C++ software content and faster delivery requirements are common
trends across vehicle software development organizations. Static analysis is a
critical technique for verifying that the code meets quality, safety, and
security goals. Learn about the benefits of using static code analysis at each
step of the software development workflow, beginning with coding and during code
integration. See how Polyspace® code verification tools can be integrated into
developers’ IDE and software factories to enable faster software delivery and
higher quality code.


×

BUILDING A CLOUD-BASED DIGITAL TWIN FOR AN EV BATTERY PACK

Will Wilson, MathWorks

Creating, validating, and correlating the model of a physical asset is important
to building a digital twin, but modeling is only one aspect of the overall
process of developing and deploying digital twins. In this presentation, you’ll
explore a project which spans from developing the model of an EV battery,
deploying it to the cloud and connecting it to the data infrastructure, and
predicting battery state of health based on data from a real-world electric
vehicle fleet. You’ll also learn about key considerations when planning your
digital twin project.


×

DESIGN AND SIMULATE SCENARIOS FOR AUTOMATED DRIVING APPLICATIONS

Shusen Zhang, MathWorks

The development of advanced driver-assistance systems (ADAS) and autonomous
driving applications often depends on simulation to reduce in-vehicle testing.
The automotive industry is investing in standards like OpenSCENARIO to describe
dynamic content in these driving simulation environments. In this session, you
will learn how to author scenarios on realistic road networks designed in
RoadRunner. You can use this workflow to simulate scenarios with built-in agents
as well as author and integrate custom agents designed in MATLAB®, Simulink®, or
CARLA. The scenarios can be exported to OpenSCENARIO for simulation and analysis
in external tools if desired. Using this workflow, you can quickly author and
simulate scenarios to gain system insight and test your designs.


×

WHAT’S NEW IN MATLAB, SIMULINK, AND ROADRUNNER FOR AUTOMATED DRIVING DEVELOPMENT

Pitambar Dayal, MathWorks

MATLAB®, Simulink®, and RoadRunner help engineers to build automated driving
systems with increasing levels of automation. In this session, you will discover
new features and examples in R2021b and R2022a that will allow you to:  

 * Author scenes and scenarios for driving simulation 
 * Simulate sensors and vehicle dynamics 
 * Design detection, localization, sensor fusion, planning, and controls
   algorithms 
 * Deploy to C, C++, GPU, and ROS
 * Test functionality and code


×

MULTI-STACK FUEL CELL ELECTRIC VEHICLE MODELING AND APPLICATIONS

Jason Rodgers, MathWorks

Multi-stack fuel cells offer various performance improvements over traditional
fuel cell systems. In this talk, see how MATLAB® and Simulink®  can be used to
simulate these systems on a component and system level. As an application of
this type of model, investigate a control approach to improve the overall
efficiency of this multi-stack electric vehicle model for a given drive cycle.


×

BUILDING A VIRTUAL VEHICLE FOR LARGE-SCALE SIMULATION STUDIES

Mike Sasena, MathWorks
Brad Hieb, MathWorks
Scott Furry, MathWorks

The importance of virtual vehicle simulation has only grown as the automotive
industry shifts to a more electrified, autonomous, and connected world. Their
impact across organizations, however, is limited by the challenge of building
models that can answer engineering questions with acceptable accuracy and speed.
Building the vehicle model is only the start, and the platform must support the
need to scale up the simulation studies needed for engineering decision making.
Discover recent developments at MathWorks that make the process of building a
flexible, customizable simulation platform easier and more automated. See an
example showing how the virtual vehicle models can be deployed to the cloud for
large-scale simulation studies.


×

DEVELOPING ONBOARD SOH ESTIMATION USING DVA AND ICA FOR LFP BATTERIES

David Jauernig, Gotion, Inc.

In this session, see how we developed a high accuracy onboard battery state of
health estimation method based on the differential voltage (DVA) and incremental
capacity analysis (ICA) for electric vehicles. Using cycling data from
lithium-ion battery cells at various temperatures, we extracted the charging
cycles and calculated the DVA and ICA curves, which are then filtered with an
IIR-filter to reduce noise. Multiple features (i.e., peaks or valleys of the
curves) are extracted and analyzed, and the most promising features are selected
for further steps. The selected features are brought into correlation with the
capacity fade, and a linear regression model is calculated between the selected
features at various temperatures. With these linear models, a 2D Look-Up Table
(LUT) is created by interpolating the values between the linear models. For the
onboard implementation, we developed a Simulink® model which realized the
calculation and filtering of the ICA- and DVA-curve. Also, we implemented a
feature detection algorithm that detects and verifies the selected features,
which are forwarded to the 2D LUT to calculate the current SOH. We tested and
converted this model to AUTOSAR-compliant code and will validate it on Gotion’s
in-house developed BMS.



×

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