Differentiable programming for gradient-based control and optimization in physical systems

IF 4.8 2区 工程技术 Q2 ENERGY & FUELS Sustainable Energy Grids & Networks Pub Date : 2024-08-13 DOI:10.1016/j.segan.2024.101495
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Abstract

This paper presents an exploration of the application of control theory, particularly utilizing a gradient-based algorithm, to automate and optimize the operation of photovoltaic panels and refrigeration systems in warehouse environments. The study emphasizes achieving coordination between energy generation and consumption, specifically harnessing surplus solar energy for efficient refrigeration. The complex interplay between fluctuating solar irradiance, thermal dynamics of the warehouse, and refrigeration needs underscores the significance of control theory in designing algorithms to dynamically adjust PV panel output and refrigeration system operation. The paper discusses foundational control theory principles, proposes a tailored framework for warehouse operations, and highlights the potential for sustainable energy practices. This paper explores the use of data-driven approaches based on NeuralODEs vs classical ones using physics equations.

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物理系统中基于梯度控制和优化的可微编程
本文探讨了控制理论的应用,特别是利用基于梯度的算法,自动优化仓库环境中光伏电池板和制冷系统的运行。研究强调实现能源生产和消费之间的协调,特别是利用剩余太阳能实现高效制冷。波动的太阳辐照度、仓库的热动态和制冷需求之间复杂的相互作用,凸显了控制理论在设计算法以动态调整光伏板输出和制冷系统运行方面的重要性。本文讨论了控制理论的基本原理,提出了针对仓库运营的定制框架,并强调了可持续能源实践的潜力。本文探讨了如何使用基于神经ODE 的数据驱动方法与使用物理方程的经典方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Sustainable Energy Grids & Networks
Sustainable Energy Grids & Networks Energy-Energy Engineering and Power Technology
CiteScore
7.90
自引率
13.00%
发文量
206
审稿时长
49 days
期刊介绍: Sustainable Energy, Grids and Networks (SEGAN)is an international peer-reviewed publication for theoretical and applied research dealing with energy, information grids and power networks, including smart grids from super to micro grid scales. SEGAN welcomes papers describing fundamental advances in mathematical, statistical or computational methods with application to power and energy systems, as well as papers on applications, computation and modeling in the areas of electrical and energy systems with coupled information and communication technologies.
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