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Comparative Transportation-Model Optimisation of Water Distribution under Post-Subsidy Freight Costs: A Delta State Case Study

Ekpu Nduka Victor

Subject area: Science,Engineering and Technology  ·  Area of research: Mathematics and Statistics

Abstract

Nigeria's May 2023 fuel-subsidy removal raised haulage costs sharply, strengthening the case for formal route-allocation over informal, experience-based distribution. This paper applies and compares four classical transportation-model procedures (North-West Corner (NWCM), Least-Cost (LCM), Vogel's Approximation (VAM), and the Modified Distribution (MODI) optimality test) to a simulated case study of a pure-water sachet factory operating three depots and four demand zones in Agbor, Delta State. Unlike comparable Nigerian case studies, the unit-cost matrix here is not judgementally assigned but derived from route distances, an assumed fuel-consumption rate, a representative diesel price, and a fixed handling charge, making the cost structure reproducible. On a balanced 3×4, 1,900-carton-per-week network, NWCM costs ₦100,650/week; LCM and VAM independently reach the same allocation, ₦86,750; MODI, applied through two stepping-stone iterations, finds a further-improving route and converges on the true optimum, ₦85,850, confirmed by a linear-programming solver. That LCM and VAM agree yet both fall short of optimal shows MODI is a necessary, not merely confirmatory, step. The MODI-verified allocation cuts weekly cost by 14.7% versus NWCM, consistent with the 10-40% range reported elsewhere. A 25%-diesel-price sensitivity check leaves the optimal routing unchanged, though not its cost. The paper situates this firm-level result against inconsistent published estimates of Nigeria's logistics-cost share of GDP, arguing firm-level optimisation is necessary but not sufficient for any macro-level target.

Keywords

transportation problem; linear programming; Vogel's Approximation Method; MODI method; supply chain optimisation; fuel subsidy; Nigeria.

How to cite this paper

Ekpu Nduka Victor "Comparative Transportation-Model Optimisation of Water Distribution under Post-Subsidy Freight Costs: A Delta State Case Study" Iconic Research And Engineering Journals Volume 10 Issue 3 2026 Page 1235-1244
Ekpu Nduka Victor "Comparative Transportation-Model Optimisation of Water Distribution under Post-Subsidy Freight Costs: A Delta State Case Study" Iconic Research And Engineering Journals, vol. 10, no. 3, Sep. 2026
Ekpu Nduka Victor (2026). Comparative Transportation-Model Optimisation of Water Distribution under Post-Subsidy Freight Costs: A Delta State Case Study. Iconic Research And Engineering Journals, 10(3).
Ekpu Nduka Victor "Comparative Transportation-Model Optimisation of Water Distribution under Post-Subsidy Freight Costs: A Delta State Case Study" Iconic Research And Engineering Journals, vol. 10, no. 3, Sep. 2026.
@article{1722997,
      author = {Ekpu Nduka Victor},
      title = {Comparative Transportation-Model Optimisation of Water Distribution under Post-Subsidy Freight Costs: A Delta State Case Study},
      journal = {Iconic Research And Engineering Journals},
      year = {2026},
      volume = {10},
      number = {3},
      pages = {1235-1244},
      issn = {2456-8880},
      url = {https://www.irejournals.com/formatedpaper/1722997.pdf},
      abstract = {Nigeria's May 2023 fuel-subsidy removal raised haulage costs sharply, strengthening the case for formal route-allocation over informal, experience-based distribution. This paper applies and compares four classical transportation-model procedures (North-West Corner (NWCM), Least-Cost (LCM), Vogel's Approximation (VAM), and the Modified Distribution (MODI) optimality test) to a simulated case study of a pure-water sachet factory operating three depots and four demand zones in Agbor, Delta State. Unlike comparable Nigerian case studies, the unit-cost matrix here is not judgementally assigned but derived from route distances, an assumed fuel-consumption rate, a representative diesel price, and a fixed handling charge, making the cost structure reproducible. On a balanced 3×4, 1,900-carton-per-week network, NWCM costs ₦100,650/week; LCM and VAM independently reach the same allocation, ₦86,750; MODI, applied through two stepping-stone iterations, finds a further-improving route and converges on the true optimum, ₦85,850, confirmed by a linear-programming solver. That LCM and VAM agree yet both fall short of optimal shows MODI is a necessary, not merely confirmatory, step. The MODI-verified allocation cuts weekly cost by 14.7% versus NWCM, consistent with the 10-40% range reported elsewhere. A 25%-diesel-price sensitivity check leaves the optimal routing unchanged, though not its cost. The paper situates this firm-level result against inconsistent published estimates of Nigeria's logistics-cost share of GDP, arguing firm-level optimisation is necessary but not sufficient for any macro-level target.},
      keywords = {transportation problem; linear programming; Vogel's Approximation Method; MODI method; supply chain optimisation; fuel subsidy; Nigeria.},
      month = {September},
  }