A Preference-based Non-dominated Sorting Genetic Programming for Bioprocess Modeling

被引：0

作者：

Wu Yanling ^{[1
]}

Zhu Zhongliang ^{[1
]}

Zhang Yuanyuan ^{[1
]}

机构：

[1] Anhui Univ, Sch Elect Sci & Technol, Hefei, Anhui, Peoples R China

来源：

2014 11TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA) | 2014年

关键词：

genetic programming; non-dominated sorting; preference;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Non-dominated sorting genetic programming is used to make the evaluating of several objectives impersonally. These objectives are the complexity, the oscillation and the training errors of a model. The preference of a decision- maker is integrated into non-dominated sorting GP and then a preference-based non-dominated sorting genetic programming is proposed. In order to improving the searching efficiency, decision- maker's preference is used to guide the searching direction. Last, several models are selected from the pareto front based on their performance on each objective and an integrated model is obtained. The approach is used to model the biomass concentration and its effectiveness are demonstrated.

引用

页码：6085 / 6089

页数：5

共 10 条

[1] Multi-objective optimal path planning using elitist non-dominated sorting genetic algorithms
Ahmed, Faez
Deb, Kalyanmoy
[J]. SOFT COMPUTING, 2013, 17 (07) : 1283 - 1299
[2] A multi-objective artificial bee colony algorithm
Akbari, Reza
Hedayatzadeh, Ramin
Ziarati, Koorush
Hassanizadeh, Bahareh
[J]. SWARM AND EVOLUTIONARY COMPUTATION, 2012, 2 : 39 - 52
[3] [Anonymous], P GECCO 2001 SAN FRA
[4] Branke J, 2005, STUD FUZZ SOFT COMP, V167, P461
[5] Branke T. K., 2010, ADV ENG SOFTWARE, V32, P499
[6] Preferences and their application in evolutionary multiobjective optimization
Cvetkovic, D
Parmee, IC
[J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (01) : 42 - 57
[7] Cvetkovic D, 2000, EVOLUTIONARY DESIGN AND MANUFACTURE, P249
[8] Deb K., 2003, NAT COMP SER, P263
[9] Multimodal Optimization Using a Bi-Objective Evolutionary Algorithm
Deb, Kalyanmoy
Saha, Amit
[J]. EVOLUTIONARY COMPUTATION, 2012, 20 (01) : 27 - 62
[10] Object detection via feature synthesis using MDL-based genetic programming
Lin, YQ
Bhanu, B
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2005, 35 (03): : 538 - 547

← 1 →