Genetic Algorithms for the Synthesis and Integrated Design of Processes Using Advanced Control Strategies

被引:0
作者
Revollar, Silvana [1 ]
Francisco, Mario [2 ]
Vega, Pastora [2 ]
Lamanna, Rosalba [1 ]
机构
[1] Univ Simon Bolivar, Dept Proc & Sistemas, Sartenejas 89000, Venezuela
[2] Univ Salamanca, Dept Informat & Automat, E-37008 Salamanca, Spain
来源
INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE 2008 | 2009年 / 50卷
关键词
Process synthesis; Integrated Design; Genetic Algorithms; Model Predictive Control; OPTIMIZATION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work presents a real-coded genetic algorithm to perform the synthesis and integrated design of an activated sludge process using and advanced Multivariable Model-based Predictive Controller (MPC). The process synthesis and design are carried out simultaneously with the MPC tuning to obtain the most economical plant which satisfies the controllability indices that measure the control performance (H infinity and 11 norms of different sensitivity functions of the system). The mathematical formulation results into a mixed-integer optimization problem with non-linear constraints. The quality of the solutions obtained evidence that real-coded genetic algorithms are a valid and practical alternative to deterministic optimization methods for such complex problems.
引用
收藏
页码:205 / +
页数:3
相关论文
共 50 条
  • [31] Integrated design of control/structural systems based on genetic algorithm
    Xu, Bin
    Zhang, Yili
    Yao, Shuxian
    Jiang, Jiesheng
    PROGRESS IN INDUSTRIAL AND CIVIL ENGINEERING, PTS. 1-5, 2012, 204-208 : 4855 - 4867
  • [32] Genetic algorithms for optimal feedback control design
    Kundu, S
    Kawata, S
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 1996, 9 (04) : 403 - 411
  • [33] Design of single-shaped reflector antennas for the synthesis of shaped contour beams using genetic algorithms
    Vall-Ilossera, M
    Rius, JM
    Duffo, N
    Cardama, A
    MICROWAVE AND OPTICAL TECHNOLOGY LETTERS, 2000, 27 (05) : 358 - 361
  • [34] Optimal design of power supply systems using genetic algorithms
    Jimenez-Octavio, J. R.
    Pilo, E.
    COMPUTERS IN RAILWAYS XI: COMPUTER SYSTEM DESIGN AND OPERATION IN THE RAILWAY AND OTHER TRANSIT SYSTEMS, 2008, 103 : 391 - 400
  • [35] Optimal design of a composite leaf spring using genetic algorithms
    Rajendran, I
    Vijayarangan, S
    COMPUTERS & STRUCTURES, 2001, 79 (11) : 1121 - 1129
  • [36] Development of advanced control strategies for periodic systems: An application to chromatographic separation processes
    Papathanasiou, Maria M.
    Oberdieck, Richard
    Avraamidou, Styliani
    Nascu, Ioana
    Mantalaris, Athanasios
    Pistikopoulos, Efstratios N.
    2016 AMERICAN CONTROL CONFERENCE (ACC), 2016, : 4175 - 4180
  • [37] Optimal Design of Distribution Overhead Powerlines Using Genetic Algorithms
    Vanderstar, Graeme
    Musilek, Petr
    IEEE TRANSACTIONS ON POWER DELIVERY, 2022, 37 (03) : 1803 - 1812
  • [38] Control System Design for Unicycle Robots using Genetic Algorithms with Pareto Immunization
    Banu, Ionu
    Patrascu, Monica
    2019 22ND INTERNATIONAL CONFERENCE ON CONTROL SYSTEMS AND COMPUTER SCIENCE (CSCS), 2019, : 48 - 55
  • [39] Optimal design of water distribution networks using genetic algorithms
    Mariano, CE
    COMPUTERS IN AGRICULTURE, 1998, 1998, : 146 - 158
  • [40] New problem statements, algorithms and problems of integrated design of flexible chemical processes and automatic control systems
    Dvoretsky, SI
    Dvoretsky, DS
    Kalinin, VF
    EUROPEAN SYMPOSIUM ON COMPUTER-AIDED PROCESS ENGINEERING - 14, 2004, 18 : 397 - 402