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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Zhigang Shang Zhihui Li Liang, J.J. Ben Niu |
| Copyright Year | 2012 |
| Description | Author affiliation: College of Management, Shenzhen University, China (Ben Niu) || School of Electrical Engineering, Zhengzhou University, China (Zhigang Shang; Zhihui Li; Liang, J.J.) |
| Abstract | In this paper, A self-adaptive strategy to determine the control parameters of Differential Evolution (DE) is proposed based on the elaborate analysis of intrinsic structure. The projection information of fitness function in differential direction is used to get the scale factor, while the difference between the local distance and global search range is applied to determine the crossover rate. This approach named as ITDE is tested by the benchmark functions including unconstrained uni-Modal, multi-Modal and bound-constrained ones, and the test results indicate the ITDE has good performance to balance the explorative and exploitative capability of algorithm than standard DE and easy to be implemented widely with many variants of DE algorithm. |
| Starting Page | 1 |
| Ending Page | 6 |
| File Size | 1024916 |
| Page Count | 6 |
| File Format | |
| ISBN | 9781467315104 |
| e-ISBN | 9781467315098 |
| e-ISBN | 9781467315081 |
| DOI | 10.1109/CEC.2012.6256152 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2012-06-10 |
| Publisher Place | Australia |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Vectors Standards Optimization Benchmark testing Educational institutions Estimation Support vector machine classification unconstrained optimization Differential Evolution control parameters self-adaptive intrinsic structure |
| Content Type | Text |
| Resource Type | Article |
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