课题基金 / 基金详情

S&AS: INT: Autonomous Battery Operating System (ABOS): An Adaptive and Comprehensive Approach to Efficient, Safe, and Secure Battery System Management

S&AS: INT: Autonomous Battery Operating System (ABOS): An Adaptive and Comprehensive Approach to Efficient, Safe, and Secure Battery System Management
S
批准号:
1724227
负责人:
Nathan Fisher
金额:
$125.0万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-09-01 至 2023-09-30

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中文摘要
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英文摘要
Effective battery systems are a cornerstone of the next wave ofinnovation. Emerging technologies including electric-drive vehicles(EVs) and stationary energy storage systems require integratedbattery systems to provide sustained and reliable power. A uniqueopportunity exists for the software-controlled battery managementsystem (BMS) to play a crucial role in enabling continuedinnovation. However, there are several unaddressed challenges tocurrent BMS design. A battery's decreasing capacity over time dueto aging necessitates that BMS automatically adapt to batterychanges. Furthermore, future BMS systems will require autonomousreasoning capabilities to make economically-sound decisions onusers' behalf (e.g., scheduling battery charging times in apersonalized fashion). This project injects intelligencecapabilities into BMS design with the development of the AutonomousBattery Operating System (ABOS). ABOS enables moreenergy-efficient, long-lasting, and secure battery-driven systems.Furthermore, the PIs incorporate computational and cyber-securityaspects of ABOS design into their undergraduate- and graduate-levelcourses.ABOS advances the science of autonomous system design withsimultaneously introspective and extrospective learning. ABOS willlearn and adapt to user-initiated charging/discharging patterns,reason about how these patterns affect the battery'sstate-of-health, and respond to potential faults or attacks. ThePIs and their external collaborators will develop a hybrid EVsimulation environment to test the ability of ABOS to control aphysical battery system. The simulation environment will evaluatethe effectiveness of ABOS in predicting battery state, minimizingcost of operation, and handling failures and threats.
期刊论文(39)
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DOI: 10.1109/ic2e48712.2020.00012
发表时间: 2020-04
期刊: 2020 IEEE International Conference on Cloud Engineering (IC2E)
影响因子: --
作者: [Tayebeh Bahreini;Marco Brocanelli;Daniel Grosu]
通讯作者: Tayebeh Bahreini;Marco Brocanelli;Daniel Grosu
Explaining Deep Neural Network Models with Adversarial Gradient Integration
用对抗梯度积分解释深度神经网络模型
DOI: 10.24963/ijcai.2021/396
发表时间: 2021
期刊: Thirtieth International Joint Conference on Artificial Intelligence (IJCAI
影响因子: --
作者: [Pan, Deng, Li, Xin, Zhu, Dongxiao]
通讯作者: Zhu, Dongxiao
DOI: 10.1145/3214292.3214301
发表时间: 2018-06
期刊: Proceedings of the 7th International Workshop on Hardware and Architectural Support for Security and Privacy
影响因子: --
作者: [S. Mofrad;Fengwei Zhang;Shiyong Lu;W. Shi]
通讯作者: S. Mofrad;Fengwei Zhang;Shiyong Lu;W. Shi
DOI: 10.1109/dsn.2018.00075
发表时间: 2018-03
期刊: 2018 48th Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN)
影响因子: --
作者: [Zhenyu Ning;Fengwei Zhang]
通讯作者: Zhenyu Ning;Fengwei Zhang
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