OPTIMUS: Discrete Event Simulator for Vehicle-to-Building Charging Optimization

被引:0
|
作者
Talusan, Jose Paolo [1 ]
Sen, Rishav [1 ]
Pettet, Ava [2 ]
Kandel, Aaron [2 ]
Suzue, Yoshinori [2 ]
Pedersen, Liam [2 ]
Mukhopadhyay, Ayan [1 ]
Dubey, Abhishek [1 ]
机构
[1] Vanderbilt Univ, Nashville, TN 37235 USA
[2] Nissan Adv Technol Ctr Silicon Valley, Santa Clara, CA USA
基金
美国国家科学基金会;
关键词
Simulation; Optimization; EV charging;
D O I
10.1109/SMARTCOMP61445.2024.00050
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The increasing popularity of electronic vehicles has spurred a demand for EV charging infrastructure. In the United States alone, over 160,000 public and private charging ports have been installed. This has stoked fear of potential grid issues in the future. Meanwhile, companies, specifically building owners are also seeing the opportunity to leverage EV batteries as energy stores to serve as buffers against the electric grid. The main idea is to influence and control charging behavior to provide a certain level of energy resiliency and demand responsiveness to the building from grid events while ensuring that they meet the demands of EV users. however, managing and co-optimizing energy requirements of EVs and cost-saving measures of building owners is a difficult task. First, user behavior and grid uncertainty contribute greatly to the potential effectiveness of different policies. Second, different charger configurations can have drastically different effects on the cost. Therefore, we propose a complete end-to-end discrete event simulator for vehicle-to-building charging optimization. This software is aimed at building owners and EV manufacturers such as Nissan, looking to deploy their charging stations with state-of-the-art optimization algorithms. We provide a complete solution that allows the owners to train, evaluate, introduce uncertainty, and benchmark policies on their datasets. Lastly, we discuss the potential for extending our work with other vehicle-to-grid deployments.
引用
收藏
页码:223 / 230
页数:8
相关论文
共 50 条
  • [41] Reconfigurable Wireless Sensor Networks Simulator (RWSNSim): A New Discrete-event Simulator
    Rouainia, Hanene
    Grichi, Hanen
    Kahloul, Laid
    Khalgui, Mohamed
    PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON SOFTWARE TECHNOLOGIES (ICSOFT), 2022, : 349 - 361
  • [42] Stochastic Optimization of Electric Vehicle Charging Stations
    Chrysanidis, Georgios
    Kosmanos, Dimitrios
    Argyriou, Antonios
    Maglaras, Leandros
    2019 IEEE SMARTWORLD, UBIQUITOUS INTELLIGENCE & COMPUTING, ADVANCED & TRUSTED COMPUTING, SCALABLE COMPUTING & COMMUNICATIONS, CLOUD & BIG DATA COMPUTING, INTERNET OF PEOPLE AND SMART CITY INNOVATION (SMARTWORLD/SCALCOM/UIC/ATC/CBDCOM/IOP/SCI 2019), 2019, : 1 - 7
  • [43] Decentralized Optimization of Ordered Charging Scheduling in Electric Vehicle Charging Station
    Cheng S.
    Wang X.
    Feng Y.
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2018, 42 (01): : 39 - 46
  • [44] The location optimization of electric vehicle charging stations considering charging behavior
    Tian, Zhihui
    Hou, Wenbin
    Gu, Xiaoning
    Gu, Feng
    Yao, Baozhen
    SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, 2018, 94 (07): : 625 - 636
  • [45] Research on electric vehicle charging load prediction and charging mode optimization
    Zhang, Zhiyan
    Shi, Hang
    Zhu, Ruihong
    Zhao, Hongfei
    Zhu, Yingjie
    ARCHIVES OF ELECTRICAL ENGINEERING, 2021, 70 (02) : 399 - 414
  • [46] A Study on Coordinated Optimization of Electric Vehicle Charging and Charging Pile Selection
    Chen, Lixing
    Huang, Xueliang
    Zhang, Hong
    Luo, Yinsheng
    ENERGIES, 2018, 11 (06)
  • [47] SeQUeNCe: a customizable discrete-event simulator of quantum networks
    Wu, Xiaoliang
    Kolar, Alexander
    Chung, Joaquin
    Jin, Dong
    Zhong, Tian
    Kettimuthu, Rajkumar
    Suchara, Martin
    QUANTUM SCIENCE AND TECHNOLOGY, 2021, 6 (04)
  • [48] ESTNeT: a discrete event simulator for space-terrestrial networks
    Freimann, A.
    Dierkes, M.
    Petermann, T.
    Liman, C.
    Kempf, F.
    Schilling, K.
    CEAS SPACE JOURNAL, 2021, 13 (01) : 39 - 49
  • [49] A Fuzzy Discrete Event simulator for Fuzzy Production Environment analysis
    Perrone, G
    La Diega, SN
    Zinno, A
    CIRP ANNALS 1998 - MANUFACTURING TECHNOLOGY, VOL 47, NO 1, 1998, 47 : 405 - 408
  • [50] ESTNeT: a discrete event simulator for space-terrestrial networks
    A. Freimann
    M. Dierkes
    T. Petermann
    C. Liman
    F. Kempf
    K. Schilling
    CEAS Space Journal, 2021, 13 : 39 - 49