{"id":1323,"date":"2021-06-11T15:58:11","date_gmt":"2021-06-11T15:58:11","guid":{"rendered":"https:\/\/bwali.org\/?page_id=1323"},"modified":"2021-07-04T11:09:25","modified_gmt":"2021-07-04T11:09:25","slug":"partial-full-automation","status":"publish","type":"page","link":"https:\/\/bwali.org\/index.php\/projects\/partial-full-automation\/","title":{"rendered":"Partial &#038; Full Automation"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1323\" class=\"elementor elementor-1323\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-41f14f4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"41f14f4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-39f9b93\" data-id=\"39f9b93\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-da8d286 elementor-widget elementor-widget-spacer\" data-id=\"da8d286\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-458a2d7 elementor-widget elementor-widget-heading\" data-id=\"458a2d7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Partial & Full Automation<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f7792c9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f7792c9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-147ed58\" data-id=\"147ed58\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2cb8d29 elementor-widget elementor-widget-image\" data-id=\"2cb8d29\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"406\" src=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_Partial-Auto-768x406.png\" class=\"attachment-medium_large size-medium_large\" alt=\"\" srcset=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_Partial-Auto-768x406.png 768w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_Partial-Auto-300x158.png 300w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_Partial-Auto-1024x541.png 1024w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_Partial-Auto-1536x811.png 1536w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_Partial-Auto-2048x1082.png 2048w\" sizes=\"(max-width: 768px) 100vw, 768px\" loading=\"eager\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-66fa223 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"66fa223\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-745d1e1\" data-id=\"745d1e1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8eb7739 elementor-widget elementor-widget-text-editor\" data-id=\"8eb7739\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-size: 12pt; line-height: 28px; color: #808080; font-family: Poppins, Aerial, serif;\">An adequate understanding of consumer affinity towards automated vehicles (AVs) is necessary to reliably forecast the potential impacts of AVs on urban systems. The road to full automation pass through partially automated driving systems. In addition, to realize greater benefits over longer time, cooperation and\/or connectivity must be integrated into AVs.However, our existing understanding of consumer affinity towards partially (level 3\/4) connected automated vehicles (CAVs) and fully (level 5) automated vehicles (FAVs) is extremely limited.<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3293004\" data-id=\"3293004\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8644a37 elementor-widget elementor-widget-text-editor\" data-id=\"8644a37\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-size: 12pt; font-weight: 400; line-height: 28px; color: #808080; font-family: Poppins, Aerial, serif;\">In this project, we will simultaneously analyze consumer affinity towards partially CAVs and FAVs and develop a comprehensive behavioral framework to examine how consumer affinity towards AV technologies relate to users&#8217; behavioral and attitudinal predispositions, sustainable travel behavior, and users&#8217; valuation of different vehicle attributes &amp; safety concerns.\nReal-world choices &amp; preferences are overly complicated. We will develop a comprehensive behavioral framework to capture taste heterogeneity at different geographic\/ecological levels (from region to household level, and further within and across the choices for partially CAVs &amp; FAVs). By harnessing detailed individual-level behavioral preference data, we will develop a novel simulation-assisted heterogeneity-based bivariate discrete outcome framework with multiple layers of taste heterogeneity.<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-834ccef elementor-widget elementor-widget-image\" data-id=\"834ccef\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"649\" src=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_PartialAuto_Heterogeneity-768x649.png\" class=\"attachment-medium_large size-medium_large\" alt=\"\" srcset=\"https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_PartialAuto_Heterogeneity-768x649.png 768w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_PartialAuto_Heterogeneity-300x254.png 300w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_PartialAuto_Heterogeneity-1024x865.png 1024w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_PartialAuto_Heterogeneity-1536x1298.png 1536w, https:\/\/bwali.org\/wp-content\/uploads\/2021\/06\/Full_PartialAuto_Heterogeneity.png 1872w\" sizes=\"(max-width: 768px) 100vw, 768px\" loading=\"eager\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-8119a80 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8119a80\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-d25e158\" data-id=\"d25e158\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5fb6f92 elementor-widget elementor-widget-text-editor\" data-id=\"5fb6f92\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-size: 12pt; font-weight: 400; line-height: 28px; color: #808080; font-family: Poppins, Aerial, serif;\">We anticipate that the findings from this project will provide a deeper understanding of how attitudinal predispositions, travel behavior, and priorities towards different vehicle attributes may impact the affinity towards partially CAVs and FAVs across diverse sociodemographic cohorts. By reflecting the users&#8217; preferences towards CAVs and FAVs and characterizing taste heterogeneity at multiple levels, we expect that the findings from this project can be integrated in larger travel forecasting models to more accurately predict the future-use and ownership patterns of AVs.<\/span>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-6dbaaae elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6dbaaae\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-94f3d94\" data-id=\"94f3d94\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5f4baa0 elementor-widget elementor-widget-text-editor\" data-id=\"5f4baa0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-size: 12pt; font-weight: 400; line-height: 28px; color: #808080; font-family: Poppins, Aerial, serif;\"><strong>Publications:\n<\/strong><br>Wali, B., Santi, P., Ratti, C. (2021) Modeling Consumer Affinity Towards Adopting Partially and Fully Automated Vehicles &#8211; The Role of Preference Heterogeneity at Different Geographic Levels. (Revision submitted &#8211; Transportation Research Part C: Emerging Technologies).<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8d1e47e\" data-id=\"8d1e47e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-28c291f elementor-widget elementor-widget-text-editor\" data-id=\"28c291f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\n<span style=\"font-size: 12pt; font-weight: 400; line-height: 28px; color: #808080; font-family: Poppins, Aerial, serif;\"><strong>Major Contributors:\u00a0<\/strong>\n<br><strong>Paolo Santi<\/strong>, Ph.D., Principal Research Scientist, MIT Senseable City Lab.\n<br><strong>Carlo Ratti<\/strong>, Ph.D., Professor &amp; Director, MIT Senseable City Lab\n<br>\n<strong>Acknowledgements:<\/strong>\n<span style=\"font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;\">We thank all the members of MIT Senseable City Lab consortium for supporting this research.\u00a0<\/span><\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Partial &#038; Full Automation An adequate understanding of consumer affinity towards automated vehicles (AVs) is necessary to reliably forecast the potential impacts of AVs on urban systems. The road to full automation pass through partially automated driving systems. In addition, to realize greater benefits over longer time, cooperation and\/or connectivity must be integrated into AVs.However, &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/bwali.org\/index.php\/projects\/partial-full-automation\/\"> <span class=\"screen-reader-text\">Partial &#038; Full Automation<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":1350,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-1323","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/pages\/1323","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/comments?post=1323"}],"version-history":[{"count":0,"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/pages\/1323\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/pages\/1350"}],"wp:attachment":[{"href":"https:\/\/bwali.org\/index.php\/wp-json\/wp\/v2\/media?parent=1323"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}