Estimating the Optimum Weight for Latticed Power-Transmission Towers Using Different (AI) Techniques

The recent expansion of power-distribution networks has motivated many researchers to study how to minimize the costs of such projects. Although transmission towers present one of the main items in the network that greatly affect the project budget, there are no clear criteria or recommendations to...

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Main Authors: Ahmed M. Ebid, Mohamed A. El-Aghoury, Kennedy C. Onyelowe
Format: Article
Language:English
Published: MDPI AG 2022-07-01
Series:Designs
Subjects:
Online Access:https://www.mdpi.com/2411-9660/6/4/62
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author Ahmed M. Ebid
Mohamed A. El-Aghoury
Kennedy C. Onyelowe
author_facet Ahmed M. Ebid
Mohamed A. El-Aghoury
Kennedy C. Onyelowe
author_sort Ahmed M. Ebid
collection DOAJ
description The recent expansion of power-distribution networks has motivated many researchers to study how to minimize the costs of such projects. Although transmission towers present one of the main items in the network that greatly affect the project budget, there are no clear criteria or recommendations to select the optimum bracing system that minimizes the tower weight. This research presents recommendations to select the optimum configurations for latticed power-transmission towers, segment by segment, for certain loads, as well as the aspect ratio. The research started by generating a database with different segment configurations and their weights, and then three of the most famous AI techniques (GP, ANN and EPR) were used to generate models to calculate the weights of the segments. Studying these models led to the conclusion that K-shape bracing is better that X-shape bracing for segments with aspect ratios (H/B) less than 1.0. The generated models and conclusions were verified by using existing tower designs.
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spelling doaj.art-c3c0cb69e01a40a5b83cb44548882a982023-11-30T21:12:02ZengMDPI AGDesigns2411-96602022-07-01646210.3390/designs6040062Estimating the Optimum Weight for Latticed Power-Transmission Towers Using Different (AI) TechniquesAhmed M. Ebid0Mohamed A. El-Aghoury1Kennedy C. Onyelowe2Faculty of Engineering & Technology, Future University in Egypt, Cairo 11835, EgyptFaculty of Engineering, Ain Shams University, Cairo 11566, EgyptDepartment of Civil and Mechanical Engineering, Kampala International University, Kampala 25454, UgandaThe recent expansion of power-distribution networks has motivated many researchers to study how to minimize the costs of such projects. Although transmission towers present one of the main items in the network that greatly affect the project budget, there are no clear criteria or recommendations to select the optimum bracing system that minimizes the tower weight. This research presents recommendations to select the optimum configurations for latticed power-transmission towers, segment by segment, for certain loads, as well as the aspect ratio. The research started by generating a database with different segment configurations and their weights, and then three of the most famous AI techniques (GP, ANN and EPR) were used to generate models to calculate the weights of the segments. Studying these models led to the conclusion that K-shape bracing is better that X-shape bracing for segments with aspect ratios (H/B) less than 1.0. The generated models and conclusions were verified by using existing tower designs.https://www.mdpi.com/2411-9660/6/4/62transmission towerGPANNEPRbracing systemdesign optimization
spellingShingle Ahmed M. Ebid
Mohamed A. El-Aghoury
Kennedy C. Onyelowe
Estimating the Optimum Weight for Latticed Power-Transmission Towers Using Different (AI) Techniques
Designs
transmission tower
GP
ANN
EPR
bracing system
design optimization
title Estimating the Optimum Weight for Latticed Power-Transmission Towers Using Different (AI) Techniques
title_full Estimating the Optimum Weight for Latticed Power-Transmission Towers Using Different (AI) Techniques
title_fullStr Estimating the Optimum Weight for Latticed Power-Transmission Towers Using Different (AI) Techniques
title_full_unstemmed Estimating the Optimum Weight for Latticed Power-Transmission Towers Using Different (AI) Techniques
title_short Estimating the Optimum Weight for Latticed Power-Transmission Towers Using Different (AI) Techniques
title_sort estimating the optimum weight for latticed power transmission towers using different ai techniques
topic transmission tower
GP
ANN
EPR
bracing system
design optimization
url https://www.mdpi.com/2411-9660/6/4/62
work_keys_str_mv AT ahmedmebid estimatingtheoptimumweightforlatticedpowertransmissiontowersusingdifferentaitechniques
AT mohamedaelaghoury estimatingtheoptimumweightforlatticedpowertransmissiontowersusingdifferentaitechniques
AT kennedyconyelowe estimatingtheoptimumweightforlatticedpowertransmissiontowersusingdifferentaitechniques