Optimization of the Hydrothermal Power Systems Operation Planning Based on Artificial Intelligence Techniques

被引:2
|
作者
Antunes, F. [1 ]
de Alencar, T. R. [2 ]
Asano, P. T. L. [2 ]
Vitorri, K. [2 ]
Rabelo, R. A. L. [3 ]
Toufen, D. L. [1 ]
机构
[1] Inst Fed Educ Ciencia & Tecnol Sao Paulo IFSP, Sao Paulo, Brazil
[2] UFABC, Sao Paulo, Brazil
[3] Univ Fed Piaui UFPI, Teresina, Piaui, Brazil
关键词
Optimization; Planning; Hydrothermal Power; Artificial Intelligence;
D O I
10.1109/TLA.2014.7014536
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Hydrothermal Power Systems Operation Planning (HPSOP) aims to define the generation strategy for each individual power plant which represents the minimal overall operational cost along the planning period. This is a challenge for the energy sector managers, because it is a large stochastic optimization problem, coupled in time (dynamic) and in space (interconnected). The objective function is nonlinear, not convex and inseparable. Classical techniques present difficulties to solve the HPSOP problem due to its complexity. Thus, improvements in the traditional techniques of nonlinear optimization or the development of alternative ones are essential to the HPSOP. This paper presents two artificial intelligence techniques: Genetic Algorithms and Ant Colony Optimization Algorithms. Both techniques were applied to a test scenario with two hydroelectric power plants from the Brazilian power system and they have demonstrated good results and performance when compared with the optimization techniques traditionally used for HPSOP. It is valuable to note that the optimization based on artificial intelligence techniques makes use of the actual operational characteristics of the power plants without the simplifications required by the traditional techniques.
引用
收藏
页码:1615 / 1624
页数:10
相关论文
共 50 条
  • [21] Artificial Intelligence Techniques for Enhancing the Performance of Controllers in Power Converter-Based Systems-An Overview
    Gao, Yuan
    Wang, Songda
    Dragicevic, Tomislav
    Wheeler, Patrick
    Zanchetta, Pericle
    IEEE OPEN JOURNAL OF INDUSTRY APPLICATIONS, 2023, 4 : 366 - 375
  • [22] Influence of Wind Power Integration on the Planning and Operation of Hydrothermal Systems Using System Dynamics
    Ebert, P. S.
    Sperandio, M.
    IEEE LATIN AMERICA TRANSACTIONS, 2018, 16 (05) : 1432 - 1438
  • [23] An evolution strategy for shore-term operation planning of hydrothermal power systems - Discussion
    Orero, S
    IEEE TRANSACTIONS ON POWER SYSTEMS, 1999, 14 (04) : 1368 - 1368
  • [24] Artificial intelligence modeling for power system planning
    Knezevic, Sonja
    Zarkovic, Mileta
    ELECTRICAL ENGINEERING, 2024, : 2535 - 2549
  • [25] Artificial Intelligence Based MPPT Techniques for Solar Power System: A review
    Kah Yung Yap
    Charles R.Sarimuthu
    Joanne Mun-Yee Lim
    Journal of Modern Power Systems and Clean Energy, 2020, 8 (06) : 1043 - 1059
  • [26] Artificial Intelligence Based MPPT Techniques for Solar Power System: A review
    Yap, Kah Yung
    Sarimuthu, Charles R.
    Lim, Joanne Mun-Yee
    JOURNAL OF MODERN POWER SYSTEMS AND CLEAN ENERGY, 2020, 8 (06) : 1043 - 1059
  • [27] Artificial Intelligence Techniques for Fault Location and Detection in Distributed Generation Power Systems
    Darab, Cosmin
    Tarnovan, Radu
    Turcu, Antoniu
    Martineac, Corina
    PROCEEDINGS OF 2019 8TH INTERNATIONAL CONFERENCE ON MODERN POWER SYSTEMS (MPS), 2019,
  • [28] On applying artificial intelligence techniques to analysis of ship power systems protective relying
    Piotrowski, TS
    ELEVENTH SHIP CONTROL SYSTEMS SYMPOSIUM, VOL 2, 1997, : 389 - 395
  • [29] Using artificial intelligence techniques for solving power systems problems at undergraduate level
    King, RTFA
    Rughooputh, HCS
    2003 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY, VOLS 1 AND 2, PROCEEDINGS, 2003, : 42 - 47
  • [30] Railway station planning using artificial intelligence techniques
    Florio, L
    Mussone, L
    COMPUTERS IN RAILWAYS V, VOL 1: RAILWAY SYSTEMS AND MANAGEMENT, 1996, : 203 - 212