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Related Experiment Video

Updated: Aug 15, 2025

Studying Food Reward and Motivation in Humans
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Bi-objective goal programming for balancing costs vs. nutritional adequacy.

Melissa F Koenen1,2, Marleen Balvert1,2, Hein Fleuren1,2

  • 1Zero Hunger Lab, Tilburg School of Economics and Management, Tilburg University, Tilburg, Netherlands.

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|January 2, 2023
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Summary

This study introduces a new method for diet optimization, finding all efficient trade-offs between cost and nutritional adequacy. It helps identify affordable diets and understand energy intake

Keywords:
bi-objectivediet optimizationgoal programminglinear programmingnutritional adequacy

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Area of Science:

  • Nutritional Science
  • Operations Research
  • Computational Economics

Background:

  • Linear programming (LP) is standard for affordable diet optimization but often fails to find feasible solutions.
  • Goal programming (GP) offers near-feasible diets but may overlook cost trade-offs or require extensive decision-maker input.
  • Existing methods for diet optimization struggle to comprehensively map cost-nutritional adequacy trade-offs.

Purpose of the Study:

  • To present a novel bi-objective algorithm for identifying all efficient trade-offs between two linear objectives in dietary linear programming.
  • To provide a method that avoids solving uninformative LPs and does not require prior decision-maker input.
  • To analyze the relationship between diet cost and nutritional adequacy, including energy intake.

Main Methods:

  • A bi-objective algorithm based on the NonInferior Set Estimation (NISE) method is employed.
  • The algorithm efficiently finds all Pareto-optimal trade-offs between two linear objectives.
  • Two specific analyses are conducted: one relaxing all nutrients except energy, and another relaxing only energy intake.

Main Results:

  • The method successfully identifies all efficient trade-offs between cost and nutritional adequacy.
  • Analysis reveals insights into achieving nutritional adequacy within budget constraints.
  • The study elucidates the 'more-for-less' paradox in diet optimization related to energy intake requirements.

Conclusions:

  • This novel approach offers a comprehensive way to explore cost-nutritional adequacy trade-offs in dietary optimization.
  • The method provides valuable insights for creating affordable and nutritionally sound diets.
  • It advances the field by enabling detailed analysis of dietary objectives without prior decision-maker constraints.