An Efficient Implementation of the Self-Organizing Map Algorithm for Power Network Partitioning

被引：0

作者：

Abou Daher, Nivine ^{[1
,2
]}

Mougharbel, Imad ^{[1
]}

Saad, Maarouf ^{[3
]}

Kanaan, Hadi Y. ^{[2
]}

机构：

[1] Lebanese Univ, Doctoral Sch Sci & Technol, Dept Elect Engn, Hadath, Lebanon

[2] St Joseph Univ, Fac Engn ESIB, Dept Elect & Mech Engn, Mar Roukoz, Lebanon

[3] Ecole Technol Super, Dept Elect Engn, Montreal, PQ, Canada

来源：

2014 17TH IEEE MEDITERRANEAN ELECTROTECHNICAL CONFERENCE (MELECON) | 2014年

关键词：

Secondary Voltage Control; Self-Organizing Map (SOM); Electrical Distance (ED); Zonal Partitioning; Connectivity distance;

D O I：

暂无

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：

This paper describes a Self-Organizing Map (SOM) algorithm and its use for electric network partitioning. A comparative study has shown in a previous work that the SOM algorithm gives the closest result to the ideal case. In this paper, this algorithm is improved due to the consideration of two inputs instead of one. Voltage and phase angle variations are applied as inputs. The proposed idea is tested on an IEEE 39-bus system and an IEEE 118-bus system. Simulation results show that this approach gives more coherent and tightened partitions.

引用

页码：526 / 530

页数：5

共 50 条

[1] Mpbs:research on mini-batch partitioning algorithm based on self-organizing map network
Du, Hui
Ji, Shihao
Zhang, Xing
Ma, Dongsheng
Zhang, Yimeng
Wang, Xiaoli
COMPUTING, 2025, 107 (01)
[2] Hardware implementation of self-organizing map
Yasunaga M.
Journal of Japan Institute of Electronics Packaging, 2020, 23 (02) : 128 - 134
[3] The parameterless self-organizing map algorithm
Berglund, E
Sitte, J
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2006, 17 (02): : 305 - 316
[4] Monte Carlo partitioning of graphs with a self-organizing map
Bonabeau, E
Hénaux, F
INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 1998, 9 (07): : 1107 - 1119
[5] An implementation of the self-organizing map on the CNAPS neurocomputer
Pulkki, V
Harju, T
ICNN - 1996 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS. 1-4, 1996, : 1345 - 1349
[6] Self-organizing neural network for partitioning on MCM
Jisuanji Xuebao/Chinese Journal of Computers, 21 (07): : 642 - 649
[7] A Deep Clustering Algorithm Based on Self-organizing Map Neural Network
Tao, Yanling
Li, Ying
Lin, Xianghong
INTELLIGENT COMPUTING METHODOLOGIES, ICIC 2018, PT III, 2018, 10956 : 182 - 192
[8] Self-organizing map algorithm and distortion measure
Rynkiewicz, Joseph
NEURAL NETWORKS, 2006, 19 (6-7) : 830 - 837
[9] Investigation of self-organizing map for genetic algorithm
Kita, Eisuke
Kan, Shen
Fei, Zhai
ADVANCES IN ENGINEERING SOFTWARE, 2010, 41 (02) : 148 - 153
[10] Fast self-organizing feature map algorithm
Su, MC
Chang, HT
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2000, 11 (03): : 721 - 733

← 1 2 3 4 5 →