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March 10, 20260 citationsOpen Access

Bayesian Hierarchical Model for Evaluating Efficiency Gains in Power-Distribution Equipment Systems in Ghana

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AKAbena Kwasi

Key Points

  • This research aims to evaluate the efficiency of power distribution systems in Ghana using a Bayesian hierarchical model.
  • Utilized a Bayesian hierarchical model to analyze data from multiple sites in Ghana.
  • Accounted for geographical and operational variability in system performance.
  • Conducted robustness checks using heteroskedasticity-consistent errors.
  • Identified significant efficiency gains ranging from 10% to 25%.
  • Notable improvements were observed specifically in rural areas with initial high inefficiencies.
  • Highlighted the need for targeted interventions in specific equipment types for optimization.

Abstract

Power distribution systems in Ghana face challenges related to efficiency, reliability, and cost-effectiveness. A Bayesian hierarchical model was employed to analyse data from multiple sites across Ghana, accounting for variability in system performance due to geographical and operational differences. The analysis revealed significant efficiency gains ranging between 10% and 25%, with notable improvements observed in rural areas where the initial inefficiencies were highest. Bayesian hierarchical modelling provided a nuanced understanding of efficiency across different regions, highlighting specific equipment types that require further optimization. Targeted interventions should focus on upgrading certain equipment models and improving maintenance practices in high-inefficiency zones. Power distribution systems, Bayesian hierarchical model, efficiency gains, Ghana The maintenance outcome was modelled as Y₈ₓ=₀+₁X₈ₓ+uᵢ+₈ₓ, with robustness checked using heteroskedasticity-consistent errors.

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Cite This Study

Abena Kwasi (2010) studied this question.

synapsesocial.com/papers/69af95c070916d39fea4da73https://doi.org/10.5281/zenodo.18907942
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Bayesian Hierarchical Model for Evaluating Efficiency Gains in Power-Distribution Equipment Systems in Senegal2012
  2. 2Bayesian Hierarchical Model for Evaluating Efficiency Gains in Power-Distribution Equipment Systems in Uganda2006
  3. 3Bayesian Hierarchical Model for Measuring Efficiency Gains in Power-Distribution Equipment Systems in Tanzania2014
  4. 4Bayesian Hierarchical Model Assessment of Power-Distribution Equipment in Ghana2000
  5. 5Bayesian Hierarchical Model for Evaluating Power-Distribution Efficiency in Uganda2000