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An Enhanced Vogel Approximation Method for Solving the TransportationProblem

Mumtaza Shofiyatul Malik, Juhari Juhari
July 15, 2026
Published Date

Research Abstract & Technology Focus

The transportation problem is a classical linear programming model for allocating shipments from several supply points to several demand points at minimum total cost. A high-quality initial basic feasible solution is important because it can reduce the number of improvement iterations required by subsequent optimality tests. This study proposes an Enhanced Vogel Approximation Method (EVAM), a penalty-based modification of Vogel's Approximation Method that uses the three smallest active costs in each row or column. The method was tested on a balanced $5\times5$ transportation instance and compared with the Improved Vogel's Approximation Method (IVAM), followed by Stepping Stone improvement. The results show that IVAM produced an initial solution equal to the optimal cost of 59,356, whereas EVAM produced an initial cost of 60,727. After three Stepping Stone iterations, EVAM reached the same optimal cost of 59,356, with an initial optimality gap of 2.31\%. These findings indicate that EVAM is simple and transparent, although it does not dominate IVAM on the tested instance.

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Frequently Asked Questions (FAQ)

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What is the core focus of the research titled 'An Enhanced Vogel Approximation Method for Solving the TransportationProblem'?

This literature focuses on: The transportation problem is a classical linear programming model for allocating shipments from several supply points to several demand points at minimum total cost. A high-quality initial basic feasible solution is important because it can reduc...

What other academic literature is closely related to 'An Enhanced Vogel Approximation Method for Solving the TransportationProblem'?

Yes, highly correlated activity was mapped. An entry titled 'Spherical Coordinate System-Based Fusion Path Planning Algorithm for UAVs in Complex Emergency Rescue and Civil Environments' discusses this: This study proposes a heterogeneous fusion path planning framework for unmanned aerial vehicles (UAVs) operating in complex emergency rescue and ci...

Are there commercial applications of 'An Enhanced Vogel Approximation Method for Solving the TransportationProblem' in GitHub?

Yes, highly correlated activity was mapped. An entry titled 'Considering a different formulation' discusses this: Hello 😀 I was reading your paper and came up w/ an idea for an alternate formulation I would like to see. Your formulation uses a static query ve...

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