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Ensemble differential evolution with dynamic subpopulations and adaptive clearing for solving dynamic optimization problems.

หน่วยงาน Nanyang Technological University, Singapore

รายละเอียด

ชื่อเรื่อง : Ensemble differential evolution with dynamic subpopulations and adaptive clearing for solving dynamic optimization problems.
นักวิจัย : Sheldon Hui. , Suganthan, Ponnuthurai Nagaratnam.
คำค้น : DRNTU::Engineering::Electrical and electronic engineering.
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : Hui, S., & Suganthan, P. N. (2012). Ensemble Differential Evolution with dynamic subpopulations and adaptive clearing for solving dynamic optimization problems. 2012 IEEE Congress on Evolutionary Computation (CEC). , http://hdl.handle.net/10220/12029 , http://dx.doi.org/10.1109/CEC.2012.6252866
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

Many real-life optimization problems are dynamic in time, demanding optimization algorithms to perform search for the best solutions in a time-varying problem space. Among population-based Evolutionary Algorithms (EAs), Differential Evolution (DE) is a simple but highly effective method that has been successfully applied to a wide variety of problems. We propose a technique to solve dynamic optimization problems (DOPs) using a multi-population version of DE that incorporates an ensemble of adaptive mutation strategies with a greedy tournament global search method, as well as keeps track of past good solutions in an archive with adaptive clearing to enhance population diversity.

บรรณานุกรม :
Sheldon Hui. , Suganthan, Ponnuthurai Nagaratnam. . (2555). Ensemble differential evolution with dynamic subpopulations and adaptive clearing for solving dynamic optimization problems..
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Sheldon Hui. , Suganthan, Ponnuthurai Nagaratnam. . 2555. "Ensemble differential evolution with dynamic subpopulations and adaptive clearing for solving dynamic optimization problems.".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Sheldon Hui. , Suganthan, Ponnuthurai Nagaratnam. . "Ensemble differential evolution with dynamic subpopulations and adaptive clearing for solving dynamic optimization problems.."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print.
Sheldon Hui. , Suganthan, Ponnuthurai Nagaratnam. . Ensemble differential evolution with dynamic subpopulations and adaptive clearing for solving dynamic optimization problems.. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.