AC Dynamic Transmission Expansion Planning Using Memetic Algorithms

Carlos A. Luna; Martin S. Carangui; Santiago P. Torres; Jose Jara-Alvear; Ximena P. Gavela; Lorena Siguenza-Guzman; Daniela Ballari; Ana F. Zurita

doi:10.1109/ISGT-LA56058.2023.10328269

AC Dynamic Transmission Expansion Planning Using Memetic Algorithms

Carlos A. Luna (First Author)
, Martin S. Carangui
, Santiago P. Torres
, Jose Jara-Alvear
, Ximena P. Gavela
, Lorena Siguenza-Guzman
, Daniela Ballari
, Ana F. Zurita (Last Author)

Universidad de Cuenca
Universidad del Azuay
Escuela Politécnica Nacional
Corporación Eléctrica Del Ecuador - CELEC EP

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

The objective of Dynamic Transmission Expansion Planning (DTEP) is to determine which, where, and when electric infrastructure should be added to a power system within a planning horizon. Adding new components to the system aims to meet future demand and efficiency parameters such as service quality, reliability, and economy. Few research works aim to solve the DTEP problem using the AC network model. In this research work, a solution method using Memetic Algorithms (MA) is proposed. The solution method solves the DTEP problem by combining population-based solution techniques and local search. The full non-convex AC model is used to deal with the DTEP problem. The proposed algorithm combines the Particle Swarm Optimization (PSO) metaheuristic with the Hill Climbing local search technique and it is evaluated using the Garver system.

Original language	English
Title of host publication	2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	510-514
Number of pages	5
ISBN (Electronic)	9798350336962
DOIs	https://doi.org/10.1109/ISGT-LA56058.2023.10328269
State	Published - 2023
Event	2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023 - San Juan, United States Duration: 6 Nov 2023 → 9 Nov 2023

Publication series

Name	2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023

Conference

Conference	2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023
Country/Territory	United States
City	San Juan
Period	6/11/23 → 9/11/23

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 7 Affordable and Clean Energy

Keywords

AC Model
Dynamic Transmission Expansion Planning
Hill Climbing
Memetic Algorithm
Optimization
Particle Swarm Optimization (PSO)
Renewable Energy

Access to Document

10.1109/ISGT-LA56058.2023.10328269

Cite this

Luna, C. A., Carangui, M. S., Torres, S. P., Jara-Alvear, J., Gavela, X. P., Siguenza-Guzman, L., Ballari, D., & Zurita, A. F. (2023). AC Dynamic Transmission Expansion Planning Using Memetic Algorithms. In 2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023 (pp. 510-514). (2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ISGT-LA56058.2023.10328269

Luna, Carlos A. ; Carangui, Martin S. ; Torres, Santiago P. et al. / AC Dynamic Transmission Expansion Planning Using Memetic Algorithms. 2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023. Institute of Electrical and Electronics Engineers Inc., 2023. pp. 510-514 (2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023).

@inproceedings{f4fa0f2a05f443d7bed5d105e86d73fd,

title = "AC Dynamic Transmission Expansion Planning Using Memetic Algorithms",

abstract = "The objective of Dynamic Transmission Expansion Planning (DTEP) is to determine which, where, and when electric infrastructure should be added to a power system within a planning horizon. Adding new components to the system aims to meet future demand and efficiency parameters such as service quality, reliability, and economy. Few research works aim to solve the DTEP problem using the AC network model. In this research work, a solution method using Memetic Algorithms (MA) is proposed. The solution method solves the DTEP problem by combining population-based solution techniques and local search. The full non-convex AC model is used to deal with the DTEP problem. The proposed algorithm combines the Particle Swarm Optimization (PSO) metaheuristic with the Hill Climbing local search technique and it is evaluated using the Garver system.",

keywords = "AC Model, Dynamic Transmission Expansion Planning, Hill Climbing, Memetic Algorithm, Optimization, Particle Swarm Optimization (PSO), Renewable Energy",

author = "Luna, \{Carlos A.\} and Carangui, \{Martin S.\} and Torres, \{Santiago P.\} and Jose Jara-Alvear and Gavela, \{Ximena P.\} and Lorena Siguenza-Guzman and Daniela Ballari and Zurita, \{Ana F.\}",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023 ; Conference date: 06-11-2023 Through 09-11-2023",

year = "2023",

doi = "10.1109/ISGT-LA56058.2023.10328269",

language = "Ingl{\'e}s",

series = "2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "510--514",

booktitle = "2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023",

}

Luna, CA, Carangui, MS, Torres, SP, Jara-Alvear, J, Gavela, XP, Siguenza-Guzman, L, Ballari, D & Zurita, AF 2023, AC Dynamic Transmission Expansion Planning Using Memetic Algorithms. in 2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023. 2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023, Institute of Electrical and Electronics Engineers Inc., pp. 510-514, 2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023, San Juan, United States, 6/11/23. https://doi.org/10.1109/ISGT-LA56058.2023.10328269

AC Dynamic Transmission Expansion Planning Using Memetic Algorithms. / Luna, Carlos A. (First Author); Carangui, Martin S.; Torres, Santiago P. et al.
2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023. Institute of Electrical and Electronics Engineers Inc., 2023. p. 510-514 (2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - AC Dynamic Transmission Expansion Planning Using Memetic Algorithms

AU - Luna, Carlos A.

AU - Carangui, Martin S.

AU - Torres, Santiago P.

AU - Jara-Alvear, Jose

AU - Gavela, Ximena P.

AU - Siguenza-Guzman, Lorena

AU - Ballari, Daniela

AU - Zurita, Ana F.

PY - 2023

Y1 - 2023

N2 - The objective of Dynamic Transmission Expansion Planning (DTEP) is to determine which, where, and when electric infrastructure should be added to a power system within a planning horizon. Adding new components to the system aims to meet future demand and efficiency parameters such as service quality, reliability, and economy. Few research works aim to solve the DTEP problem using the AC network model. In this research work, a solution method using Memetic Algorithms (MA) is proposed. The solution method solves the DTEP problem by combining population-based solution techniques and local search. The full non-convex AC model is used to deal with the DTEP problem. The proposed algorithm combines the Particle Swarm Optimization (PSO) metaheuristic with the Hill Climbing local search technique and it is evaluated using the Garver system.

AB - The objective of Dynamic Transmission Expansion Planning (DTEP) is to determine which, where, and when electric infrastructure should be added to a power system within a planning horizon. Adding new components to the system aims to meet future demand and efficiency parameters such as service quality, reliability, and economy. Few research works aim to solve the DTEP problem using the AC network model. In this research work, a solution method using Memetic Algorithms (MA) is proposed. The solution method solves the DTEP problem by combining population-based solution techniques and local search. The full non-convex AC model is used to deal with the DTEP problem. The proposed algorithm combines the Particle Swarm Optimization (PSO) metaheuristic with the Hill Climbing local search technique and it is evaluated using the Garver system.

KW - AC Model

KW - Dynamic Transmission Expansion Planning

KW - Hill Climbing

KW - Memetic Algorithm

KW - Optimization

KW - Particle Swarm Optimization (PSO)

KW - Renewable Energy

UR - https://www.scopus.com/pages/publications/85180009125

U2 - 10.1109/ISGT-LA56058.2023.10328269

DO - 10.1109/ISGT-LA56058.2023.10328269

M3 - Contribución a la conferencia

AN - SCOPUS:85180009125

T3 - 2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023

SP - 510

EP - 514

BT - 2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023

Y2 - 6 November 2023 through 9 November 2023

ER -

Luna CA, Carangui MS, Torres SP, Jara-Alvear J, Gavela XP, Siguenza-Guzman L et al. AC Dynamic Transmission Expansion Planning Using Memetic Algorithms. In 2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023. Institute of Electrical and Electronics Engineers Inc. 2023. p. 510-514. (2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023). doi: 10.1109/ISGT-LA56058.2023.10328269

AC Dynamic Transmission Expansion Planning Using Memetic Algorithms

Abstract

Publication series

Conference

UN SDGs

Keywords

Access to Document

Other files and links

Fingerprint

Holistic planning of the expansion of the electrical transmission system considering new technologies and uncertainty

Solindustrias: Solar Process Heat In Cuenca

Cite this

AC Dynamic Transmission Expansion Planning Using Memetic Algorithms

Abstract

Publication series

Conference

UN SDGs

Keywords

Access to Document

Other files and links

Fingerprint

Projects

Holistic planning of the expansion of the electrical transmission system considering new technologies and uncertainty

Solindustrias: Solar Process Heat In Cuenca

Cite this