课题基金 / 基金详情

SCC-IRG Track 2: Transportation Gaps and Disability-Related Unemployment: Smarter Cities and Wearables combating Commuting Challenges for the Visually Impaired

SCC-IRG Track 2: Transportation Gaps and Disability-Related Unemployment: Smarter Cities and Wearables combating Commuting Challenges for the Visually Impaired
SCC-IRG 第 2 轨道:交通缺口和与残疾相关的失业:智慧城市和可穿戴设备应对视障人士的通勤挑战
批准号:
1952180
负责人:
John Ross Rizzo
金额:
$149.9万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-10-01 至 2024-09-30

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中文摘要
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英文摘要
The pathologic link between vision loss and physical inactivity has confounded doctors, scientists, engineers, and patients for centuries. Mobility losses are extremely variable and not only tied to significant compromises in quality of life, but also to an abysmal unemployment rate. One massive employment barrier related to mobility loss in urban areas is the ongoing struggle to utilize public transportation during daily commuting. While technological advances in data science and artificial intelligence continue to rapidly spawn new digital tools and electronic solutions, many of these new devices are incomplete answers that leave end users cognitively overwhelmed between device switching and task completion. This project will support foundational research needed to study low-vision behavior and develop more powerful wearables that can handle data-intensive processing, enabling parallel functionality. The project will afford VIS4ION, a revolutionary wearable platform that uses backpack-mounted sensors, advanced machine vision, wireless communications, and human-machine interfaces, the ability to perform ‘connected’ dynamic localization and navigation assistance for the visually impaired in complex urban environments. The project will lead to a healthier low vision population with more gainful employment, a framework for behavioral investigation in disability studies, guidelines for the design and delivery of navigation-focused wearables, students who are well-versed in multi-disciplinary and disability-focused research, and a blueprint for a smart and connected community that enhances economic vitality, safety, security, health and wellbeing, and overall quality of life.This research will respond to the commuting challenges that stymie employment by creating new connections between visually impaired residents and their surrounding environment through innovations in science and engineering. The project envisions fundamental research in novel behavioral studies, optimized data streams, enhanced power management, and city-agency cooperation to fill a number of knowledge gaps, including (1) lack of a scientifically-principled, experimentally-based understanding of users’ needs and behavioral patterns, (2) limited ability to interpret real-world scenes through computer vision algorithms and excessive computational burden, (3) incomplete understanding of technical methods to balance local versus cloud analytics and manage power effectively, and (4) lack of hypothesis-driven studies with ecological validity that could scale-up to solve commuting challenges. A convergent research plan will fill these gaps and contribute key advancements in computer vision, machine learning, video compression, wireless transmission, human factors, and spatial positioning. By quantifying user needs regarding transportation and subsequently enhancing the safety profile of visually impaired travelers, gainful employment will improve, with secondary impacts on reducing health and economic burden.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(30)
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会议论文
DOI: 10.1109/isit44484.2020.9174260
发表时间: 2020-01
期刊: 2020 IEEE International Symposium on Information Theory (ISIT)
影响因子: --
作者: [S. Dutta;Abbas Khalili;E. Erkip;S. Rangan]
通讯作者: S. Dutta;Abbas Khalili;E. Erkip;S. Rangan
DOI: 10.1109/gcwkshps50303.2020.9367420
发表时间: 2020-08
期刊: 2020 IEEE Globecom Workshops (GC Wkshps
影响因子: --
作者: [William Xia;S. Rangan;M. Mezzavilla;A. Lozano;Giovanni Geraci;V. Semkin;Giuseppe Loianno]
通讯作者: William Xia;S. Rangan;M. Mezzavilla;A. Lozano;Giovanni Geraci;V. Semkin;Giuseppe Loianno
135GHz CMOS / LTCC MIMO Receiver Array Tile Modules
135GHz CMOS / LTCC MIMO 接收器阵列块模块
DOI: 10.1109/bcicts50416.2021.9682493
发表时间: 2021
期刊: 10.1109/BCICTS50416.2021.9682493
影响因子: --
作者: [Farid, Ali A., Ahmed, A. S., Dhananjay, A, Skrimponis, Panagiotis, Rangan, Sundeep, Rodwell, Mark]
通讯作者: Rodwell, Mark
DOI: 10.1109/ojcoms.2022.3155572
发表时间: 2021-10
期刊: IEEE Open Journal of the Communications Society
影响因子: 7.9
作者: [Mingsheng Yin;A. Veldanda;Amee Trivedi;Jeff Zhang;K. Pfeiffer;Yaqi Hu;S. Garg;E. Erkip;L. Righetti;S. Rangan]
通讯作者: Mingsheng Yin;A. Veldanda;Amee Trivedi;Jeff Zhang;K. Pfeiffer;Yaqi Hu;S. Garg;E. Erkip;L. Righetti;S. Rangan
24
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