Pareto Optimization with Reverse Normal-Boundary Intersection for Power Plant Models

被引:0
|
作者
Van Sickel, Joel H. [1 ]
Lee, Kwang Y. [2 ]
机构
[1] Penn State Univ, Dept Elect Engn, University Pk, PA 16802 USA
[2] Baylor Univ, Dept Elect & Comp Engn, Waco, TX 76798 USA
来源
关键词
Multi-objective optimization; reverse normal-boundary intersection; steady state power plant operation; MULTIOBJECTIVE OPTIMIZATION; FRONT;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper presents the use of Pareto optimization techniques that was previously analyzed with small scale power plant models where results could be verified analytically. Further research has been conducted into the use of applying these techniques to large scale models and analyzing performance. These approaches have been verified to scale well to larger applications. Through the use of multi-objective particle swarm optimization and reverse normal-boundary intersection, reference governors can be developed for numerous types of power plant. Combining these two approaches allows decisions made from a Pareto front to be seamlessly mapped into a simple and fast single variable optimization process. These applications are demonstrated with a small oil-fired power plant model and a large-scale coal-fired power plant model.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] On characterizing the `knee' of the Pareto curve based on normal-boundary intersection
    Mobil Strategic Research Cent, Dallas, United States
    Struct Opt, 2-3 (107-115):
  • [2] On characterizing the “knee” of the Pareto curve based on Normal-Boundary Intersection
    I. Das
    Structural optimization, 1999, 18 : 107 - 115
  • [3] On characterizing the "knee" of the Pareto curve based on Normal-Boundary Intersection
    Das, I
    STRUCTURAL OPTIMIZATION, 1999, 18 (2-3) : 107 - 115
  • [4] Normal-boundary intersection: A new method for generating the Pareto surface in nonlinear multicriteria optimization problems
    Das, I
    Dennis, JE
    SIAM JOURNAL ON OPTIMIZATION, 1998, 8 (03) : 631 - 657
  • [5] Approximating Complex Pareto Fronts With Predefined Normal-Boundary Intersection Directions
    Elarbi, Maha
    Bechikh, Slim
    Coello Coello, Carlos A.
    Makhlouf, Mohamed
    Ben Said, Lamjed
    IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2020, 24 (05) : 809 - 823
  • [6] Improved normal-boundary intersection algorithm: A method for energy optimization strategy in smart buildings
    Cui, Jia
    Pan, Jiang
    Wang, Shunjiang
    Okoye, Martin Onyeka
    Yang, Junyou
    Li, Yang
    Wang, Hao
    BUILDING AND ENVIRONMENT, 2022, 212
  • [7] Multiobjective optimization of the flaxseed mucilage extraction process using normal-boundary intersection approach
    Rocha, Mariana Souza
    Souza Rocha, Luiz Celio
    da Silva Feijo, Marcia Barreto
    Limongi dos Santos Marotta, Paula Luiza
    Mourao, Samanta Cardozo
    BRITISH FOOD JOURNAL, 2021, 123 (12): : 3805 - 3823
  • [8] Normal-boundary intersection based parametric multi-objective optimization of green sand mould system
    Ganesan, T.
    Vasant, P.
    Elamvazuthi, I.
    JOURNAL OF MANUFACTURING SYSTEMS, 2013, 32 (01) : 197 - 205
  • [9] Performance trade-off analysis of analog circuits by normal-boundary intersection
    Stehr, G
    Graeb, H
    Antreich, K
    40TH DESIGN AUTOMATION CONFERENCE, PROCEEDINGS 2003, 2003, : 958 - 963
  • [10] A multi/many-objective evolutionary algorithm based on normal-boundary intersection direction
    Gu, Qinghua
    Chen, Yu
    Wang, Dan
    Liu, Di
    INFORMATION SCIENCES, 2025, 701