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Serverless computing platforms currently rely on basic pricing schemes that are static and do not reflect customer feedback. This leads to significant inefficiencies from a total utility perspective. As one of the fastest-growing cloud…

分布式、并行与集群计算 · 计算机科学 2022-01-26 Vipul Gupta , Soham Phade , Thomas Courtade , Kannan Ramchandran

Electricity is typically traded in day-ahead auctions because many power system decisions, such as unit commitment, must be made in advance. However, when wind and solar generators sell power one day ahead, they face uncertainty about their…

综合经济学 · 经济学 2026-04-16 Thomas Hübner

In the wake of the highly electrified future ahead of us, the role of energy storage is crucial wherever distributed generation is abundant, such as in microgrid settings. Given the variety of storage options that are becoming more and more…

机器学习 · 计算机科学 2021-03-26 S. Tsianikas , N. Yousefi , J. Zhou , M. Rodgers , D. W. Coit

Energy forecasting has attracted enormous attention over the last few decades, with novel proposals related to the use of heterogeneous data sources, probabilistic forecasting, online learn-ing, etc. A key aspect that emerged is that…

应用统计 · 统计学 2022-04-05 Pierre Pinson , Liyang Han , Jalal Kazempour

Interest in sustainability has increased the share of variable renewable energy sources (VRES) in power generation. Energy storage systems' potential to mitigate intermittencies from non-dispatchable VRES has enhanced their appeal. However,…

系统与控制 · 电气工程与系统科学 2020-03-11 Vilma Virasjoki , Afzal Siddiqui , Fabricio Oliveira , Ahti Salo

The increasing integration of large-scale volatile and uncertain wind generation has brought great challenges to power system operations. In this paper, a risk-based admissibility assessment approach is proposed to quantitatively evaluate…

最优化与控制 · 数学 2015-10-29 Cheng Wang , Feng Liu , Jianhui Wang , Wei Wei , Shengwei Mei

Electricity market mechanisms designed to steer sustainable generation of electricity play an important role for the energy transition intended to mitigate climate change. One of the major problems is to complement volatile renewable energy…

计算机与社会 · 计算机科学 2017-05-01 Cem Kiyak , Andreas de Vries

In this paper, we consider a future electricity market consisting of aggregated energy prosumers, who are equipped with local wind power plants (WPPs) to support (part of) their energy demands and can also trade energy with day-ahead market…

系统与控制 · 电气工程与系统科学 2021-06-01 Jianzheng Wang , Guoqiang Hu

The intersection of causal inference and machine learning for decision-making is rapidly expanding, but the default decision criterion remains an \textit{average} of individual causal outcomes across a population. In practice, various…

机器学习 · 计算机科学 2022-11-08 Wenshuo Guo , Michael I. Jordan , Angela Zhou

We introduce a constrained priority mechanism that combines outcome-based matching from machine-learning with preference-based allocation schemes common in market design. Using real-world data, we illustrate how our mechanism could be…

综合经济学 · 经济学 2020-08-13 Avidit Acharya , Kirk Bansak , Jens Hainmueller

Resource adequacy studies typically use standard metrics such as Loss of Load Expectation and Expected Energy Unserved to quantify the risk of supply shortfalls. This paper critiques present approaches to adequacy assessment and capacity…

应用统计 · 统计学 2023-09-13 Chris J. Dent , Nestor Sanchez , Aditi Shevni , Jim Q. Smith , Amy L. Wilson , Xuewen Yu

In recent years, there has been a significant focus on advancing the next generation of power systems. Despite these efforts, persistent challenges revolve around addressing the operational impact of uncertainty on predicted data,…

最优化与控制 · 数学 2024-03-15 Hien Thanh Doan , Minsoo Kim , Keunju Song , Hongseok Kim

Studies have evaluated the economic feasibility of 100% renewable power systems using the optimization approach, but the mechanisms determining the results remain poorly understood. Based on a simple but essential model, this study found…

综合经济学 · 经济学 2022-06-01 Takuya Hara

To achieve ambitious greenhouse gas emission reduction targets in time, the planning of future energy systems needs to accommodate societal preferences, e.g. low levels of acceptance for transmission expansion or onshore wind turbines, and…

物理与社会 · 物理学 2025-10-30 Fabian Neumann , Tom Brown

This paper analyzes the pessimistic effect on the inherent load shifting potential (LSP) of buildings due to the participation in the reserve market. A generic model-based optimization approach is deployed, which uses a validated dynamic…

最优化与控制 · 数学 2018-06-25 Sarmad Hanif , Christoph Greuntgens , Tobias Massier , Thomas Hamacher , Thomas Reindl

In this paper the utility optimization problem for a general insurance model is studied. The reserve process of the insurance company is described by a stochastic differential equation driven by a Brownian motion and a Poisson random…

概率论 · 数学 2009-09-01 Yuping Liu , Jin Ma

Flexible loads, i.e. the loads whose power trajectory is not bound to a specific one, constitute a sizable portion of current and future electric demand. This flexibility can be used to improve the performance of the grid, should the right…

最优化与控制 · 数学 2014-07-08 Mahdi Kefayati , Ross Baldick

The increasing reliance on renewable energy generation means that storage may well play a much greater role in the balancing of future electricity systems. We show how heterogeneous stores, differing in capacity and rate constraints, may be…

最优化与控制 · 数学 2021-06-14 Stan Zachary , Simon Tindemans , Michael Evans , James Cruise , David Angeli

The paper deals with a sharing economy system with various management factors by using a bulk input G/M/1 type queuing model. The effective management of operating costs is vital for controlling the sharing economy platform and this…

概率论 · 数学 2019-10-24 Song-Kyoo Kim , Chan Yeob Yeun

We introduce a measure for estimating the best risk-return relation of power production in wind farms within a given time-lag, conditioned to the velocity field. The velocity field is represented by a scalar that weighs the influence of the…

综合金融 · 定量金融 2015-06-19 Vitor V. Lopes , Teresa Scholz , Frank Raischel , Pedro G. Lind