Cuckoo Search approach enhanced with genetic replacement of abandoned nests applied to optimal allocation of distributed generation units

被引:16
作者
de Oliveira, Victoria Y. M. [1 ,2 ]
de Oliveira, Rodrigo M. S. [1 ]
Affonso, Carolina M. [1 ]
机构
[1] Fed Univ Para UFPA, Postgrad Program Elect Engn PPGEE, Rua Augusto Correa 01, Belem, Para, Brazil
[2] Fed Inst Para IFPA, Dept Educ Ind Proc Informat & Commun DEPIC, Av Alm Barroso 1155, Belem, Para, Brazil
关键词
search problems; distributed power generation; minimisation; power system stability; genetic algorithms; abandoned nests; distributed generation unit optimal allocation; CS algorithm; cuckoo search with genetically replaced nests; genetic algorithm; distribution system; active power losses minimization; system voltage stability; voltage profile; multiple distribution generation unit allocation; single distribution generation unit allocation; mathematical benchmark functions; 119-bus distribution systems; 33-bus distribution systems; Cuckoo-GRN; OPTIMAL PLACEMENT; RECONFIGURATION; ALGORITHM; SYSTEMS; NETWORK;
D O I
10.1049/iet-gtd.2017.1992
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Here, it is presented a novel Cuckoo Search (CS) algorithm called Cuckoo-GRN (Cuckoo Search with Genetically Replaced Nests), which combines the benefits of genetic algorithm (GA) into the CS algorithm. The proposed method handles the abandoned nests from CS more efficiently by genetically replacing them, significantly improving the performance of the algorithm by establishing optimal balance between diversification and intensification. The algorithm is used for the optimal location and size of distributed generation units in a distribution system, in order to minimise active power losses while improving system voltage stability and voltage profile. The allocation of single and multiple distribution generation units is considered. The proposed algorithm is extensively tested in mathematical benchmark functions as well as in the 33-bus and 119-bus distribution systems. Simulation results show that Cuckoo-GRN can lead to a substantial performance improvement over the original CS algorithm and others techniques currently known in literature, regarding not only the convergence but also the solution accuracy.
引用
收藏
页码:3353 / 3362
页数:10
相关论文
共 28 条
[1]   A Modified Cuckoo Search Algorithm for Improving Voltage Profile and to Diminish Power Losses by Locating Multi-type FACTS Devices [J].
Akumalla, Siva Sankar ;
Peddakotla, Sujatha ;
Kuppa, Seetha Rama Anjaneyulu .
JOURNAL OF CONTROL AUTOMATION AND ELECTRICAL SYSTEMS, 2016, 27 (01) :93-104
[2]   BIOINSPIRED MULTIOBJECTIVE SYNTHESIS OF X-BAND FSS VIA GENERAL REGRESSION NEURAL NETWORK AND CUCKOO SEARCH ALGORITHM [J].
Alcantara Neto, M. C. ;
Araujo, J. P. L. ;
Barros, F. J. B. ;
Silva, A. N. ;
Cavalcante, G. P. S. ;
D'Assuncao, A. G. .
MICROWAVE AND OPTICAL TECHNOLOGY LETTERS, 2015, 57 (10) :2400-2405
[3]  
Borges S, 2015, INT CONF EUR ENERG
[4]   Voltage stability analysis of radial distribution networks [J].
Chakravorty, M ;
Das, D .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2001, 23 (02) :129-135
[5]  
Chechkin A.V., 2008, ANOMALOUS TRANSPORT, P129, DOI DOI 10.1002/9783527622979.CH5
[6]   Bio-inspired computation: Recent development on the modifications of the cuckoo search algorithm [J].
Chiroma, Haruna ;
Herawan, Tutut ;
Fister, Iztok, Jr. ;
Fister, Iztok ;
Abdulkareem, Sameem ;
Shuib, Liyana ;
Hamza, Mukhtar Fatihu ;
Saadi, Younes ;
Abubakar, Adamu .
APPLIED SOFT COMPUTING, 2017, 61 :149-173
[7]   Optimisation of scaling factors in electrocardiogram signal watermarking using cuckoo search [J].
Dey, Nilanjan ;
Samanta, Sourav ;
Yang, Xin-She ;
Das, Achintya ;
Chaudhuri, Sheli Sinha .
INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION, 2013, 5 (05) :315-326
[8]   Multiple Distributed Generator Placement in Primary Distribution Networks for Loss Reduction [J].
Duong Quoc Hung ;
Mithulananthan, Nadarajah .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2013, 60 (04) :1700-1708
[9]   An analytical method for the sizing and siting of distributed generators in radial systems [J].
Goezel, Tuba ;
Hocaoglu, M. Hakan .
ELECTRIC POWER SYSTEMS RESEARCH, 2009, 79 (06) :912-918
[10]   Optimal placement of different type of DG sources in distribution networks [J].
Kansal, Satish ;
Kumar, Vishal ;
Tyagi, Barjeev .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2013, 53 :752-760