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CSR: CHS: Medium: Collaborative Research: Improving Pedestrian Safety in Urban Cities using Intelligent Wearable Systems

CSR: CHS: Medium: Collaborative Research: Improving Pedestrian Safety in Urban Cities using Intelligent Wearable Systems
CSR:CHS:中:合作研究:利用智能可穿戴系统提高城市行人安全
批准号:
1704469
负责人:
Shahriar Nirjon
金额:
$32.08万
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-06-01 至 2021-05-31

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中文摘要
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英文摘要
Using smartphones while walking poses an increasingly common safety problem for people in urban environments. Whether listening to music, texting, or talking, pedestrians that are absorbed with their smartphones are considerably less likely to notice important auditory cues of danger, such as the honks and sounds of approaching vehicles, putting pedestrians at far greater risk of being hit. This project aims to develop an intelligent wearable system that uses miniature microphones - embedded in earphones or headsets - to detect and locate approaching vehicles and warn the wearer of imminent dangers from cars, buses, motorbikes, trucks, and trams. The system comprises multiple microphones embedded in a wearable headset, an ultra-low-power feature extraction and data processing pipeline, and a set of machine-learning classifiers running on a smartphone. This project is organized in four research thrusts: (1) designing an architecture and data processing pipeline for a wearable system composed of heterogeneous embedded modules; (2) devising an ultra-low-power, analog, signal-processing application-specific integrated circuit (ASIC) for energy-efficient, on-board feature extraction; (3) modeling and optimizing machine-learning classifiers for acoustic event detection and localization; and (4) designing an interface and feedback mechanisms that are optimized for the users' perceptual, cognitive, and motor control abilities.This research will help reduce pedestrian injuries and fatalities, and expand knowledge on designing wearable systems for enhancing safety in cities, workplaces, and the home. The underlying framework can be generalized to other systems - employing low-power signal processors and algorithms to solve real-time sensing and classification problems of many kinds. Research products will be made publicly available to anyone to apply these techniques in their own system designs. Course modules developed on embedded systems, mobile computing, and Internet-of-Things will be used at the three participating universities to train undergraduate and graduate students, and will be made available online.
期刊论文(4)
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科研奖励(0)
会议论文
DOI: 10.1109/dcoss.2018.00015
发表时间: 2018-06
期刊: 2018 14th International Conference on Distributed Computing in Sensor Systems (DCOSS)
影响因子: --
作者: [Md Tamzeed Islam;Bashima Islam;S. Nirjon]
通讯作者: Md Tamzeed Islam;Bashima Islam;S. Nirjon
Rethinking ranging of unmodified BLE peripherals in smart city infrastructure
重新思考智慧城市基础设施中未修改的 BLE 外设的范围
DOI: 10.1145/3204949.3204950
发表时间: 2018
期刊: MMSys '18 Proceedings of the 9th ACM Multimedia Systems Conference
影响因子: --
作者: [Islam, Bashima, Uddin, Mostafa, Mukherjee, Sarit, Nirjon, Shahriar]
通讯作者: Nirjon, Shahriar
Glimpse.3D: a motion-triggered stereo body camera for 3D experience capture and preview
Glimpse.3D:用于 3D 体验捕捉和预览的运动触发立体机身相机
DOI: 10.1109/ipsn.2018.00046
发表时间: 2018
期刊: IPSN '18 Proceedings of the 17th ACM/IEEE International Conference on Information Processing in Sensor Networks
影响因子: --
作者: [Islam, Bashima, Islam, Md Tamzeed, Nirjon, Shahriar]
通讯作者: Nirjon, Shahriar
PAWS: A Wearable Acoustic System for Pedestrian Safety
PAWS:用于行人安全的可穿戴声学系统
DOI: --
发表时间: 2018
期刊: International Conference on Internet-of-Things Design and Implementation
影响因子: --
作者: [de Godoy, Daniel, Islam, Bashima, Xia, Stephen, Islam, Md Tamzeed, Chandrasekaran, Rishikanth, Chen, Yen-Chun, Nirjon, Shahriar, Kinget, Peter, Jiang, Xiaofan]
通讯作者: Jiang, Xiaofan
CAREER: Toward Embedding Perpetual Intelligence into Ultra-Low-Power Sensing and Inference Systems
CSR: Small: Collaborative Research: Overheard at Home - Mitigating Overhearing of Continuous Listening Devices
EAGER: Collaborative: Predictive Maintenance of HVAC Systems using Audio Sensing
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