Publicação
A genetic algorithm for project scheduling in activity networks under resource complementarity
| Resumo: | We address the issue of optimal resource allocation, and more specifically, the analysis of complementarity of resources (primary resource or P-resource and supportive resource or S-resource) to activities in a project. The concept of complementarity can be incorporated into the engineering domain as an enhancement of the efficacy of a "primary" resource (P-resource) by adding to it other "supportive" resources (S-resources). We developed a Genetic Algorithm capable of determining the ideal mixture of resources allocated to the activities of a project, such that the project is completed with minimal cost. This problem has a circularity issue that greatly increases its complexity. In this paper we present a constructive algorithm to build solutions from a chromosome that will be integrated in a Genetic Algorithm, which we illustrate by application to a small instance of the problem. The Genetic Algorithm is based on a random keys chromosome that is very easy to implement and allows using conventional genetic operators for combinatorial optimization problems. A project is formed by a set of activities. Each activity uses a specific set of resources, and it is also necessary to guarantee that there is no overlap in the time it takes to process activities in the same resource. |
|---|---|
| Autores principais: | Silva, Hélder C. |
| Outros Autores: | Oliveira, José A.; Tereso, Anabela Pereira |
| Assunto: | Project management Scheduling Complementarity of resources |
| Ano: | 2011 |
| País: | Portugal |
| Tipo de documento: | comunicação em conferência |
| Tipo de acesso: | acesso aberto |
| Instituição associada: | Universidade do Minho |
| Idioma: | inglês |
| Origem: | RepositóriUM - Universidade do Minho |
Registos relacionados
article Sequencing activities in a project network using resource complementarity model
por: Silva, Hélder C.
Publicado em: (2012)
por: Silva, Hélder C.
Publicado em: (2012)
article Sequencing activities in a project network with resource complementarity : further results
por: Silva, Hélder C.
Publicado em: (2011)
por: Silva, Hélder C.
Publicado em: (2011)
article Sequencing activities in a project network considering resource complementarity
por: Silva, Hélder C.
Publicado em: (2012)
por: Silva, Hélder C.
Publicado em: (2012)
article On resource complementarity in activity networks: further results
por: Silva, Hélder C.
Publicado em: (2010)
por: Silva, Hélder C.
Publicado em: (2010)
article On resource complementarity in activity networks
por: Silva, Hélder C.
Publicado em: (2010)
por: Silva, Hélder C.
Publicado em: (2010)
category On resource complementarity in activity networks: preliminary results
por: Silva, Hélder C.
Publicado em: (2010)
por: Silva, Hélder C.
Publicado em: (2010)
article Project management under uncertainty: using flexible resource management to exploit schedule flexibility
por: Faria, João Manuel Peixoto
Publicado em: (2020)
por: Faria, João Manuel Peixoto
Publicado em: (2020)
article Multi-project scheduling under uncertainty and resource flexibility: a systematic literature review
por: Aghileh, Marzieh
Publicado em: (2024)
por: Aghileh, Marzieh
Publicado em: (2024)
article Quantity oriented resource allocation strategy on multiple resources projects under stochastic conditions
por: Tereso, Anabela Pereira
Publicado em: (2009)
por: Tereso, Anabela Pereira
Publicado em: (2009)
article Duration oriented resource allocation strategy on multiple resources projects under stochastic conditions
por: Tereso, Anabela Pereira
Publicado em: (2009)
por: Tereso, Anabela Pereira
Publicado em: (2009)
article Scheduling of multimodal activities with multiple renewable and availability constrained resources under stochastic conditions
por: Moutinho, Rui
Publicado em: (2014)
por: Moutinho, Rui
Publicado em: (2014)
school Project management under uncertainty: a mixed approach using flexible resource management to exploit schedule flexibility
por: Faria, Joao Manuel Peixoto
Publicado em: (2016)
por: Faria, Joao Manuel Peixoto
Publicado em: (2016)
article Project management under uncertainty: Resource flexibility visualization in the schedule
por: Lima, Ricardo
Publicado em: (2019)
por: Lima, Ricardo
Publicado em: (2019)
article Um algoritmo genético para programação de projectos em redes de actividades com complementaridade de recursos
por: Silva, Hélder C.
Publicado em: (2010)
por: Silva, Hélder C.
Publicado em: (2010)
article Project management under uncertainty: a study on solution methods
por: Faria, João Manuel Peixoto
Publicado em: (2015)
por: Faria, João Manuel Peixoto
Publicado em: (2015)
article Resource constrained project scheduling with general precedence relations optimized with SAT
por: Alves, Rui Miguel de Freitas
Publicado em: (2013)
por: Alves, Rui Miguel de Freitas
Publicado em: (2013)
article Application of scheduling and capacity management tools in a multi-project environment
por: Pinto, Leandro
Publicado em: (2022)
por: Pinto, Leandro
Publicado em: (2022)
article The optimal resource allocation in stochastic activity networks via the electromagnetism approach
por: Tereso, Anabela Pereira
Publicado em: (2004)
por: Tereso, Anabela Pereira
Publicado em: (2004)
article A computer application for scheduling in MS Project
por: Tereso, Anabela Pereira
Publicado em: (2014)
por: Tereso, Anabela Pereira
Publicado em: (2014)
article Optimal resource allocation in stochastic activity networks via the electromagnetism approach: a platform implementation in Java
por: Tereso, Anabela Pereira
Publicado em: (2009)
por: Tereso, Anabela Pereira
Publicado em: (2009)
article On the multi-mode, multi-skill resource constrained project scheduling problem (MRCPSP-MS)
por: Santos, Mónica A.
Publicado em: (2010)
por: Santos, Mónica A.
Publicado em: (2010)
article The optimal resource allocation in stochastic activity networks via the electromagnetism approach: A platform implementation in Java
por: Tereso, Anabela Pereira
Publicado em: (2006)
por: Tereso, Anabela Pereira
Publicado em: (2006)
article On the optimal resource allocation in projects considering the time value of money
por: Tereso, Anabela Pereira
Publicado em: (2010)
por: Tereso, Anabela Pereira
Publicado em: (2010)
school Multi-Project Scheduling for Industrialization Projects: an approach to exploit resource flexibility
por: Aghileh, Marzieh
Publicado em: (2026)
por: Aghileh, Marzieh
Publicado em: (2026)
groups Radio Resource Scheduling with Deep Pointer Networks and Reinforcement Learning
por: Al-Tam, Faroq
Publicado em: (2020)
por: Al-Tam, Faroq
Publicado em: (2020)
article An evolutionary algorithm with active plans for the RCPSP
por: Oliveira, José A.
Publicado em: (2011)
por: Oliveira, José A.
Publicado em: (2011)
article Activity-on-arc network graphic editor
por: Tereso, Anabela Pereira
Publicado em: (2012)
por: Tereso, Anabela Pereira
Publicado em: (2012)
article Activity-on-arc network graphic editor
por: Tereso, Anabela Pereira
Publicado em: (2009)
por: Tereso, Anabela Pereira
Publicado em: (2009)
article The optimal resource allocation in stochastic activity networks via the evolutionary approach : a platform implementation in Java
por: Tereso, Anabela Pereira
Publicado em: (2007)
por: Tereso, Anabela Pereira
Publicado em: (2007)
article Project management: multiple resources allocation
por: Tereso, Anabela Pereira
Publicado em: (2008)
por: Tereso, Anabela Pereira
Publicado em: (2008)
article Project management under uncertainty: Solution methods revisited
por: Faria, João Manuel Peixoto
Publicado em: (2016)
por: Faria, João Manuel Peixoto
Publicado em: (2016)
article Multiple resources allocation under stochastic conditions on projects with multimodal activities
por: Moutinho, Rui
Publicado em: (2010)
por: Moutinho, Rui
Publicado em: (2010)
article A multiconstrained QoS aware scheduler for class-based IP networks
por: Sousa, Pedro
Publicado em: (2005)
por: Sousa, Pedro
Publicado em: (2005)
article Scheduling optimization using local search and genetic algorithm
por: Koblasa, F.
Publicado em: (2008)
por: Koblasa, F.
Publicado em: (2008)
article Viewing scheduling problems through genetic and evolutionary algorithms
por: Rocha, Miguel
Publicado em: (2000)
por: Rocha, Miguel
Publicado em: (2000)
category Complementares? Sim, obrigado
por: Candeias, Analisa
Publicado em: (2013)
por: Candeias, Analisa
Publicado em: (2013)
article An Industrial Application of Resource Constrained Scheduling for Quick Changeover
por: Sousa, Rui M.
Publicado em: (2009)
por: Sousa, Rui M.
Publicado em: (2009)
article Improving the resource management process in industrialization projects
por: Veloso, Pedro
Publicado em: (2025)
por: Veloso, Pedro
Publicado em: (2025)
article Mathematical program with complementarity constraints as nonlinear program
por: Rodrigues, Helena Sofia
Publicado em: (2004)
por: Rodrigues, Helena Sofia
Publicado em: (2004)
article Performance evaluation of radio resource schedulers in LTE and 5G NR two-tier HetNets
por: Busari, Sherif Adeshina
Publicado em: (2021)
por: Busari, Sherif Adeshina
Publicado em: (2021)
Registos relacionados
-
article Sequencing activities in a project network using resource complementarity model
por: Silva, Hélder C.
Publicado em: (2012) -
article Sequencing activities in a project network with resource complementarity : further results
por: Silva, Hélder C.
Publicado em: (2011) -
article Sequencing activities in a project network considering resource complementarity
por: Silva, Hélder C.
Publicado em: (2012) -
article On resource complementarity in activity networks: further results
por: Silva, Hélder C.
Publicado em: (2010) -
article On resource complementarity in activity networks
por: Silva, Hélder C.
Publicado em: (2010)