Numerical approaches to optimize dispatch on microgrids with energy storage by Xie, Lutao

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Models and Algorithms for Stochastic and Robust Vehicle Routing with Deadlines by Adulyasak, Yossiri, Jaillet, Patrick

“…We consider the vehicle routing problem with deadlines under travel time uncertainty in the contexts of stochastic and robust optimization. The problem is defined on a directed graph where a fleet of vehicles is required to visit a given set of nodes and deadlines are imposed at a subset of nodes. …”
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A Distributionally Robust Approach to Black-Box Optimization by Philpott, Andy, Kapteyn, Michael George, Willcox, Karen E

“…In distributionally robust optimization (DRO) methods, the designer acknowledges that they are unable to exactly specify a probability distribution for the uncertain variables, and instead specifies a so-called ambiguity set of possible distributions. …”
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A Framework for System Design Optimization Based on Maintenance Scheduling With Prognostics and Health Management by Sharqawy, Mostafa H., Yu, Bo Yang, Honda, Tomonori, Zubair, Syed M., Yang, Maria

“…The framework includes constructing screening models for rapid design evaluation, defining a multi-objective robust optimization problem, and using sensitivity studies to compare trade-offs between different design and maintenance strategies. …”
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Robust Multiclass Queuing Theory for Wait Time Estimation in Resource Allocation Systems by Bandi, Chaithanya, Trichakis, Nikolaos, Vayanos, Phebe

“…We propose a novel robust optimization solution methodology that builds on the assignment problem. …”
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Robust matching-integrated vehicle rebalancing in ride-hailing system with uncertain demand by Guo, Xiaotong, Caros, Nicholas S, Zhao, Jinhua

“…For further protection against uncertainty, robust optimization (RO) techniques are introduced to construct a robust version of the MIVR model. …”
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A comparison of approaches to improve worst-case predictive model performance over patient subpopulations by Pfohl, Stephen R, Zhang, Haoran, Xu, Yizhe, Foryciarz, Agata, Ghassemi, Marzyeh, Shah, Nigam H

“…Model training approaches that aim to maximize worst-case model performance across subpopulations, such as distributionally robust optimization (DRO), attempt to address this problem without introducing additional harms. …”
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Robust planning for heterogeneous UAVs in uncertain environments by Bertuccelli, Luca Francesco, 1981-

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Robust option pricing : An [epsilon]-arbitrage approach by Chen, Si, S.M. Massachusetts Institute of Technology

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Robust Power Allocation Algorithms for Wireless Relay Networks by Quek, Tony Q. S., Win, Moe Z., Chiani, Marco

“…To address this issue, we introduce the robust optimization methodology that accounts for uncertainties in the global CSI. …”
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Dynamic order allocation for make-to-order manufacturing networks : an industrial case study of optimization under uncertainty/ by Williams, Gareth Pierce

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An analysis of robustness and flexibility in freight transportation systems by Unahalekhaka, Atikhun

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Framework for network-constrained cooperative trading of multi-microgrid systems by Isuru, Mohasha, Krishnan, Ashok, Foo, Eddy Yi Shyh, Gooi, Hoay Beng

“…Advanced optimization procedures such as robust optimization (RO) frameworks have been proposed in the literature to handle any uncertainties caused by the stochastic nature of the RES generation, the load demand, and the electricity prices. …”
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Three-stage robust inverter-based voltage/var control for distribution networks with high-level PV by Zhang, Cuo, Xu, Yan, Dong, Zhaoyang, Ravishankar, Jayashri

“…To address uncertain PV output and load demand, a robust optimization (RO) model is proposed to optimize the first two stages while taking into account the droop voltage control support from the third stage. …”
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Robustly coordinated operation of an emission-free microgrid with hybrid hydrogen-battery energy storage by Fan, Feilong, Zhang, Rui, Xu, Yan, Ren, Shuyun

“…The problem is formulated as a robust optimization model and solved by a two-level column-and-constraint-generation (CCG) algorithm. …”
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Multi-timescale energy sharing with grid-BESS capacity rental considering uncertainties by Wang, Bo, Zhang, Cuo, Li, Chaojie, Su, Xiangjing, Qiu, Zihang, Dong, Zhao Yang

“…The uncertainties in the aggregators and the DSO are addressed by stochastic and robust optimization methods, respectively. To efficiently solve the proposed energy sharing problem, a distributed solution algorithm with step length control and step reduction techniques is developed. …”
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Day-ahead scheduling of distribution level integrated electricity and natural gas system based on fast-ADMM with restart algorithm by Chen, Jian, Zhang, Weitong, Zhang, Yicheng, Bao, Guannan

“…With consideration of the uncertainties of distributed generation and electricity load as well as the uncertainties from the NG load, a two-stage robust optimization model is introduced to obtain the worst case within the uncertainty set, which is solved by column and constraints generation algorithm. …”
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Development of a robust bi-objective model for Closed Loop Supply Chain Network by Tahoori, Ghazaleh

“…In order to address this issue, a bi-objective model applying robust optimization in CLSC network design is proposed in this research work. …”
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Performance Enhancement of Micro Grid System with SMES Storage System Based on Mine Blast Optimization Algorithm by Alhassan H. Alattar, S. I. Selem, Hamid M. B. Metwally, Ahmed Ibrahim, Raef Aboelsaud, Mohamed A. Tolba, Ali M. El-Rifaie

“…The micro grid system studied here was a wind−diesel system. A new and robust optimization technique called the mine blast algorithm (MBA) was designed for tuning the PID (proportional−integral−differential) gains of the blade pitch controller of the wind turbine side and the gains of the superconducting magnetic energy storage (SMES) controller. …”
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Real-Time Validation of a Novel IAOA Technique-Based Offset Hysteresis Band Current Controller for Grid-Tied Photovoltaic System by Bhabasis Mohapatra, Binod Kumar Sahu, Swagat Pati, Mohit Bajaj, Vojtech Blazek, Lukas Prokop, Stanislav Misak, Mosleh Alharthi

“…Hence, advancing intelligent and robust optimization techniques along with advanced controllers is the need of the hour. …”
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