A Prudent Framework for Understanding Risk-Awareness in Demand Response
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arXiv
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| Main Authors: | , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866917036972572672 |
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| author | Chen, Liudong Xu, Bolun |
| author_facet | Chen, Liudong Xu, Bolun |
| contents | We show that risk-aware behaviors in demand response originate from superquadratic state-dependent cost functions and price uncertainty with skewed distributions. We obtain such results through developing a novel theoretical demand response framework that combines non-anticipatory multi-stage decision-making with superquadratic cost functions. We introduce the concept of prudent demand, defined by a positive third-order derivative of the cost function, which is the first principle for risk-averse behavior despite a risk-neutral objective. Our analysis establishes that future price uncertainty affects immediate consumption decisions, and the extent of this response scales proportionally with the skewness of the price distribution. We visualize our theoretical findings through numerical simulations and illustrate their practical implications using a real-world case study. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2405_16356 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | A Prudent Framework for Understanding Risk-Awareness in Demand Response Chen, Liudong Xu, Bolun Systems and Control Theoretical Economics We show that risk-aware behaviors in demand response originate from superquadratic state-dependent cost functions and price uncertainty with skewed distributions. We obtain such results through developing a novel theoretical demand response framework that combines non-anticipatory multi-stage decision-making with superquadratic cost functions. We introduce the concept of prudent demand, defined by a positive third-order derivative of the cost function, which is the first principle for risk-averse behavior despite a risk-neutral objective. Our analysis establishes that future price uncertainty affects immediate consumption decisions, and the extent of this response scales proportionally with the skewness of the price distribution. We visualize our theoretical findings through numerical simulations and illustrate their practical implications using a real-world case study. |
| title | A Prudent Framework for Understanding Risk-Awareness in Demand Response |
| topic | Systems and Control Theoretical Economics |
| url | https://arxiv.org/abs/2405.16356 |