网络物理系统的三大挑战

R. Mangharam, Houssam Abbas, Madhur Behl, Kuk Jin Jang, M. Pajic, Zhihao Jiang
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引用次数: 8

摘要

计算、通信和控制与物理系统的紧密耦合,如人体内闭环医疗设备的驱动、大型工业工厂间控制器协调的峰值功率最小化以及自动驾驶汽车的快速生命关键决策,提出了一系列基本和独特的挑战。其中每一个都需要在多个科学、人文和系统学科的交叉点采用新的方法。我们讨论了五个这样的挑战,这些挑战需要创造性的见解和基于模型的设计、控制系统、调度理论、形式化方法、统计机器学习和特定领域实验的应用。我们提出以下问题:(1)植入一个自主医疗设备,在5-7年内控制你的心脏。你如何保证设备中的软件在所有生理条件下提供安全有效的治疗?(2)美国夏季电价峰值超过平均电价的32倍,冬季电价峰值为平均电价的86倍。建筑如何在短时间内对能源价格的大幅波动做出反应?虽然无线已经成功地用于开环监测和跟踪,但我们如何在无线控制器网络上运行闭环控制系统?此外,在节点/链路故障和拓扑变化的情况下,我们如何确保鲁棒、最优和安全的控制?
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Three challenges in cyber-physical systems
The tight coupling of computation, communication and control with physical systems such as actuation of closed-loop medical devices within the human body, peak power minimization by coordination of controllers across large industrial plants, and fast life-critical decision making by autonomous vehicles, present a set of fundamental and unique challenges. Each of these require new approaches at the intersection of multiple scientific, human and systems disciplines. We discuss five such challenges which require creative insights and application of model-based design, control systems, scheduling theory, formal methods, statistical machine learning and domain-specific experimentation. We ask the following questions: (1) An autonomous medical device is implanted to control your heart over a period of 5-7 years. How do you guarantee the software in the device provides safe and effective treatment under all physiological conditions? (2) Electricity prices in the US have summer peaks that are over 32× their average prices and winter peaks that are 86×. How can buildings respond to massive swings in energy prices at fast time scales? (3) While wireless has been successfully used for open-loop monitoring and tracking, how can we operate closed-loop control systems over a network of wireless controllers. Furthermore, how can we ensure robust, optimal and secure control in the presence of node/link failures and topology changes?
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