Leveraging smartphones to incentivize city-wide, energy ecient transportation
Thesis: M. Eng., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2017.
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| Format: | Thesis |
| Language: | eng |
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Massachusetts Institute of Technology
2018
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| Online Access: | http://hdl.handle.net/1721.1/113106 |
| _version_ | 1826191249453875200 |
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| author | Srinivasan, Arjun, M. Eng. Massachusetts Institute of Technology |
| author2 | Moshe E. Ben-Akiva. |
| author_facet | Moshe E. Ben-Akiva. Srinivasan, Arjun, M. Eng. Massachusetts Institute of Technology |
| author_sort | Srinivasan, Arjun, M. Eng. Massachusetts Institute of Technology |
| collection | MIT |
| description | Thesis: M. Eng., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2017. |
| first_indexed | 2024-09-23T08:52:57Z |
| format | Thesis |
| id | mit-1721.1/113106 |
| institution | Massachusetts Institute of Technology |
| language | eng |
| last_indexed | 2024-09-23T08:52:57Z |
| publishDate | 2018 |
| publisher | Massachusetts Institute of Technology |
| record_format | dspace |
| spelling | mit-1721.1/1131062019-04-10T19:34:03Z Leveraging smartphones to incentivize city-wide, energy ecient transportation Srinivasan, Arjun, M. Eng. Massachusetts Institute of Technology Moshe E. Ben-Akiva. Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science. Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science. Electrical Engineering and Computer Science. Thesis: M. Eng., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2017. This electronic version was submitted by the student author. The certified thesis is available in the Institute Archives and Special Collections. Cataloged from student-submitted PDF version of thesis. Includes bibliographical references (pages 51-53). Transportation is a major source of energy consumption in developed countries [4]. Unfortunately, people have little incentive to change their habits, relying on inefficient transportation sources. The "Sustainable Travel Incentives with Prediction, Optimization and Personalization" (Tripod) project seeks to incentivize people to improve their transportation-related behavior through redeemable tokens. These tokens are rewarded through city-wide, energy-optimized transportation decisions decided in real-time. As part of this initiative, I have developed an initial prototype Android application named FMS Advisor that allows users to interact with the larger Tripod system before, during, and after their journey. Working off an initial design, I designed a trip planner interface that uses optimized route planning information to display a personalized trip menu. I also developed trip validation algorithms such as vehicle occupancy detection and driving-style detection using dynamic time warping (DTW) and threshold-based methods. These methods were then evaluated through group user sessions and controlled trip experiments. This resulted in a functional end-to-end user experience, though trip validation methods require additional data to have properly tuned detection. In the future, token redemption will be possible through an integrated marketplace for rewards that can be accessed at the end of a trip. by Arjun Srinivasan. M. Eng. 2018-01-12T20:56:12Z 2018-01-12T20:56:12Z 2017 2017 Thesis http://hdl.handle.net/1721.1/113106 1016447803 eng MIT theses are protected by copyright. They may be viewed, downloaded, or printed from this source but further reproduction or distribution in any format is prohibited without written permission. http://dspace.mit.edu/handle/1721.1/7582 53 pages application/pdf Massachusetts Institute of Technology |
| spellingShingle | Electrical Engineering and Computer Science. Srinivasan, Arjun, M. Eng. Massachusetts Institute of Technology Leveraging smartphones to incentivize city-wide, energy ecient transportation |
| title | Leveraging smartphones to incentivize city-wide, energy ecient transportation |
| title_full | Leveraging smartphones to incentivize city-wide, energy ecient transportation |
| title_fullStr | Leveraging smartphones to incentivize city-wide, energy ecient transportation |
| title_full_unstemmed | Leveraging smartphones to incentivize city-wide, energy ecient transportation |
| title_short | Leveraging smartphones to incentivize city-wide, energy ecient transportation |
| title_sort | leveraging smartphones to incentivize city wide energy ecient transportation |
| topic | Electrical Engineering and Computer Science. |
| url | http://hdl.handle.net/1721.1/113106 |
| work_keys_str_mv | AT srinivasanarjunmengmassachusettsinstituteoftechnology leveragingsmartphonestoincentivizecitywideenergyecienttransportation |