RUI: Bio-Inspired Architectures Enabling Real-Time Feedback Control in Wireless Sensing and Actuating Networks
RUI: Bio-Inspired Architectures Enabling Real-Time Feedback Control in Wireless Sensing and Actuating Networks
批准号:
1662655
负责人:
Courtney Peckens
金额:
$13.39万
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:
2017-08-01 至 2022-07-31
中文摘要
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英文摘要
The goal of this project is to use strategies found in biological sensory circuits to create practical wireless networked control systems for minimizing damage to buildings and other critical civil infrastructure during events such as hurricanes, tornadoes, and earthquakes. Critical civil infrastructure, such as bridges and buildings, are highly vulnerable to extreme load scenarios, such as high winds or earthquakes. Failure of such structures can have a significantly negative impact on society, both through loss of productivity as well as potential loss of life. To guard against these failures during extreme events, the project will use integrated feedback control, in which distributed sensors detect building motion and wirelessly send measurements to one or more processing nodes, which then use that data to command strategically located actuators to generate counteracting forces. Practical wireless implementation of such systems may be difficult due data-overload on communication links and processing nodes, and by time delays of signals traveling over the wireless links. The goal of this project is to overcome these problems using data compression strategies and other advantageous adaptations found in sensory loops in the biological central nervous system. This project will be carried out at Hope College, a Primarily Undergraduate Institution, and will introduce Hope College students to cutting-edge research in structural engineering. Wireless feedback control systems are challenged by constraints such as computation inundation at nodes and communication latencies, which have to date limited real-time control capabilities and large-scale deployments on civil infrastructure. In contrast, biological sensory systems are able to robustly react and adapt to their environment in ways that outperform engineering systems. The goal for this project is to draw inspiration from these biological mechanisms and develop a bio-inspired sensing and actuating architecture that utilizes front-end signal processing and simplistic information integration so as to streamline communication and enable real-time control. This will be achieved by utilizing optimal control theory as well as iterative training techniques to develop synaptic weights between layers of sensing and actuating nodes. The project will also study the synaptic plasticity exhibited by biological neural networks and integrate this behavior into the bio-inspired control architecture. The result will be an adaptive, bio-inspired control architecture that will be capable of real-time feedback control which will alleviate the challenges experienced in traditional wireless control systems. This architecture will be validated in hardware on a small scale structure that is subject to seismic excitation. By demonstrating an alternative sensing and actuating paradigm based on principles employed by the biological nervous system, the project will remove the constraints of traditional Nyquist sampling on wireless sensor networks while still maintaining effective control capabilities. This will move the field in a vertical direction as it will reduce current challenges of communication latencies and computation inundation, thus enabling real-time feedback control using wireless telemetry.
期刊论文(6)
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DOI:
10.3390/a14100292
发表时间:
2021-10
期刊:
Algorithms
影响因子:
2.3
作者:
[C. A. Peckens;Andrea Alsgaard;C. Fogg;Mary C. Ngoma;Clara Voskuil]
通讯作者:
C. A. Peckens;Andrea Alsgaard;C. Fogg;Mary C. Ngoma;Clara Voskuil
Experimental validation of a proposed bio-inspired control algorithm for civil infrastructure
所提出的民用基础设施仿生控制算法的实验验证
DOI:
10.1117/12.2582375
发表时间:
2021
期刊:
SPIE Smart Structures + Nondestructive Evaluation
影响因子:
--
作者:
[Peckens, Courtney A., Bleitz, Evan, O'Donnell, Anne]
通讯作者:
O'Donnell, Anne
Bio-inspired iterative learning technique for more effective control of civil infrastructure
仿生迭代学习技术可更有效地控制民用基础设施
DOI:
10.1117/12.2514334
发表时间:
2019
期刊:
and Aerospace Systems 2019
影响因子:
--
作者:
[Peckens, Courtney, Fogg, Camille]
通讯作者:
Fogg, Camille
High-speed data acquisition and computing for real-time active control of civil structures subject to seismic base excitation
高速数据采集和计算,用于地震基础激励下土木结构的实时主动控制
DOI:
10.1117/12.2612570
发表时间:
2022
期刊:
SPIE Smart Structures + Nondestructive Evaluation
影响因子:
--
作者:
[Peckens, Courtney A.]
通讯作者:
Peckens, Courtney A.
Exploration of the use of a proportional-integral-derivative controller for mitigation of seismic base excitation in civil structures
使用比例积分微分控制器减轻土木结构地震基础激励的探索
DOI:
10.1117/12.2612604
发表时间:
2022
期刊:
SPIE Smart Structures + Nondestructive Evaluation
影响因子:
--
作者:
[Ngoma, Mary, Peckens, Courtney A.]
通讯作者:
Peckens, Courtney A.
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依托单位:
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