DPGraphJ: A Java package for the implementation of dynamic programming algorithms

This paper introduces the DPGraphJ package, a collection of reusable Java functions to solve optimisation problems using a dynamic programming algorithm. The latter is based on a recursive schema that follows a top-down approach and uses the memoisation technique. This algorithm is a reusable software component that is generic and efficient. Moreover, it has been developed by paying special attention to good practices in the design of software. For using DPGraphJ, the problem to be solved needs to be modelled as an AND/OR graph. In the DPGraphJ package, we provide 5 academic case studies with detailed comments. We strongly believe that our proposal can be helpful for several kinds of users, such as students, researchers, and practitioners.

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Publication Details

Journal
SoftwareX
Published
2024-10-31
DOI
https://doi.org/10.1016/j.softx.2024.101948
Primary Topic
Embedded Systems Design Techniques
Type
article
Field-Weighted Citation Impact
0.00

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article

DPGraphJ: A Java package for the implementation of dynamic programming algorithms

Diana Borrego, Miguel Toro, Irene Barba, Carmelo Del Valle
SoftwareX
Embedded Systems Design Techniques
article

DPGraphJ: A Java package for the implementation of dynamic programming algorithms

Diana Borrego, Miguel Toro, Irene Barba, Carmelo Del Valle
article en

Abstract

This paper introduces the DPGraphJ package, a collection of reusable Java functions to solve optimisation problems using a dynamic programming algorithm. The latter is based on a recursive schema that follows a top-down approach and uses the memoisation technique. This algorithm is a reusable software component that is generic and efficient. Moreover, it has been developed by paying special attention to good practices in the design of software. For using DPGraphJ, the problem to be solved needs to be modelled as an AND/OR graph. In the DPGraphJ package, we provide 5 academic case studies with detailed comments. We strongly believe that our proposal can be helpful for several kinds of users, such as students, researchers, and practitioners.

SoftwareXVol. 28
Universidad de Sevilla (ES)
Ministerio de Ciencia, Innovación y Universidades, Ministerio de Ciencia e Innovación, Agencia Estatal de Investigación
Openalex Percentile: Top 80%
Embedded Systems Design Techniques
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DPGraphJ: A Java package for the implementation of dynamic programming algorithms — Diana Borrego, Miguel Toro, et al. · SoftwareX (2024) | TGRS Research Map | TGRS