用水技术变革:最佳投资时机的平均场博弈方法

IF 3.7 4区 管理学 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Operations Research Perspectives Pub Date : 2022-01-01 DOI:10.1016/j.orp.2022.100225
Géraldine Bouveret , Roxana Dumitrescu , Peter Tankov
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引用次数: 0

摘要

预计对清洁水的需求将大大增加,而由于气候变化和人为活动,预计在足够数量和质量上可获得的水将进一步减少。因此,关于水安全的辩论最近愈演愈烈,并扩大到政府间领域。特别是工业是最大的(非消费)用水户之一,对大量有毒废水的排放负有责任,并面临严格和昂贵的环境监督。然而,水库的管理是复杂的,必须进一步扩大运筹学研究,设计出既能提高水安全,又能提高作业者盈利能力的工具。因此,我们考虑一个博弈论框架来研究一大批相似的生产者为他们的制造活动共享一个水库所采取的策略。每家油公司都面临着对其产量的随机需求,并选择最佳时间投资于一项技术,从而结束对油藏的依赖。该技术为作业者节省了成本,并为环境带来了好处。因此,每个生产商都解决了一个所谓的最优停止问题,所有问题都通过油藏水平耦合在一起。我们将寻找纳什均衡的问题表述为最优停止的平均场博弈(MFG)。然后,我们将该模型应用于造纸行业,这是一个面临日益严格的环境法规的广泛用水户。本文提供了如何重新思考技术变革和水管理问题的新见解,通过提供基于MFG理论中最近数学发展的运筹学的创新应用。
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Technological change in water use: A mean-field game approach to optimal investment timing

The need for clean water is expected to substantially increase while further reductions of water availability in sufficient quantity and quality are projected owing to climate change and anthropogenic activities. Accordingly, the debate on water security has recently intensified and reached the intergovernmental arena. Industry is, in particular, one of the largest (non-consumptive) water users, accountable for massive toxic wastewater discharges and facing stringent and costly environmental oversight. However, the management of reservoirs is intricate and operational research must be further expanded to design tools that enhance water security while improving operators’ profitability.

We therefore consider a game-theoretic framework to study the strategies adopted by a large group of similar producers sharing a water reservoir for their manufacturing activities. Each operator faces random demand for its outputs and chooses the optimal time to invest in a technology that ends its reliance on the reservoir. This technology introduces cost saving opportunities for the operator and benefits for the environment. Each producer therefore solves a so-called optimal stopping problem, and all problems are coupled through the reservoir level. We formulate the problem of finding a Nash equilibrium as a mean-field game (MFG) of optimal stopping. We then apply the model to the paper milling industry, an extensive water user facing a tightening of environmental regulations. This paper provides fresh insights into how to rethink the problem of technological change and water management, by offering an innovative application of operational research that builds on recent mathematical developments made in MFG theory.

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来源期刊
Operations Research Perspectives
Operations Research Perspectives Mathematics-Statistics and Probability
CiteScore
6.40
自引率
0.00%
发文量
36
审稿时长
27 days
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