M. Khanzadi, F. Nasirzadeh, Mostafa Mir, Pouya Nojedehi
{"title":"用混合系统动力学和基于主体的建模方法预测和改进劳动生产率","authors":"M. Khanzadi, F. Nasirzadeh, Mostafa Mir, Pouya Nojedehi","doi":"10.1108/CI-06-2015-0034","DOIUrl":null,"url":null,"abstract":"Purpose \n \n \n \n \nThe purpose of this paper is to present a hybrid simulation approach for predicting the value of labor productivity taking account of various continuous influencing factors and the interactions between different agents involved in the project. \n \n \n \n \nDesign/methodology/approach \n \n \n \n \nThe various continuous factors affecting labor productivity are simulated using system dynamics (SD). The heterogeneity of different agents involved in the project and their interactions is accounted using agent-based modelling (ABM). The developed ABM and SD models are finally integrated to simulate the value of labor productivity taking account of all the influencing factors. \n \n \n \n \nFindings \n \n \n \n \nThe proposed hybrid simulation tool is implemented in a real project to evaluate its perfomance. The value of labor productivity is simulated by taking account of all the influencing factors. The most appropriate execution strategy is then selected using the developed hybrid SD-ABM approach to improve productivity. It is shown that the number of working groups and their movement patterns affect the severity of the groups’ interferences which will in turn affect the value of labor productivity. \n \n \n \n \nPractical implications \n \n \n \n \nThis research helps project managers to predict and improve the value of labor productivity taking account of all the influencing factors. \n \n \n \n \nOriginality/value \n \n \n \n \nIt is believed that the proposed hybrid SD-ABM simulation approach offers a novel and robust tool for modeling labor productivity because the effects of various continuous influencing factors and the interactions between different agents are taken into account through the combination of SD and ABM. Many complex problems faced in construction projects involve interacting elements of a different nature, and the integration of SD with ideas from ABM offers potential to combine the strengths of the two methodologies to solve the problem.","PeriodicalId":221945,"journal":{"name":"Construction Innovation: Information, Process, Management","volume":"65 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"20","resultStr":"{\"title\":\"Prediction and improvement of labor productivity using hybrid system dynamics and agent-based modeling approach\",\"authors\":\"M. Khanzadi, F. Nasirzadeh, Mostafa Mir, Pouya Nojedehi\",\"doi\":\"10.1108/CI-06-2015-0034\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Purpose \\n \\n \\n \\n \\nThe purpose of this paper is to present a hybrid simulation approach for predicting the value of labor productivity taking account of various continuous influencing factors and the interactions between different agents involved in the project. \\n \\n \\n \\n \\nDesign/methodology/approach \\n \\n \\n \\n \\nThe various continuous factors affecting labor productivity are simulated using system dynamics (SD). The heterogeneity of different agents involved in the project and their interactions is accounted using agent-based modelling (ABM). The developed ABM and SD models are finally integrated to simulate the value of labor productivity taking account of all the influencing factors. \\n \\n \\n \\n \\nFindings \\n \\n \\n \\n \\nThe proposed hybrid simulation tool is implemented in a real project to evaluate its perfomance. The value of labor productivity is simulated by taking account of all the influencing factors. The most appropriate execution strategy is then selected using the developed hybrid SD-ABM approach to improve productivity. It is shown that the number of working groups and their movement patterns affect the severity of the groups’ interferences which will in turn affect the value of labor productivity. \\n \\n \\n \\n \\nPractical implications \\n \\n \\n \\n \\nThis research helps project managers to predict and improve the value of labor productivity taking account of all the influencing factors. \\n \\n \\n \\n \\nOriginality/value \\n \\n \\n \\n \\nIt is believed that the proposed hybrid SD-ABM simulation approach offers a novel and robust tool for modeling labor productivity because the effects of various continuous influencing factors and the interactions between different agents are taken into account through the combination of SD and ABM. Many complex problems faced in construction projects involve interacting elements of a different nature, and the integration of SD with ideas from ABM offers potential to combine the strengths of the two methodologies to solve the problem.\",\"PeriodicalId\":221945,\"journal\":{\"name\":\"Construction Innovation: Information, Process, Management\",\"volume\":\"65 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-01-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"20\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Construction Innovation: Information, Process, Management\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1108/CI-06-2015-0034\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Construction Innovation: Information, Process, Management","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1108/CI-06-2015-0034","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Prediction and improvement of labor productivity using hybrid system dynamics and agent-based modeling approach
Purpose
The purpose of this paper is to present a hybrid simulation approach for predicting the value of labor productivity taking account of various continuous influencing factors and the interactions between different agents involved in the project.
Design/methodology/approach
The various continuous factors affecting labor productivity are simulated using system dynamics (SD). The heterogeneity of different agents involved in the project and their interactions is accounted using agent-based modelling (ABM). The developed ABM and SD models are finally integrated to simulate the value of labor productivity taking account of all the influencing factors.
Findings
The proposed hybrid simulation tool is implemented in a real project to evaluate its perfomance. The value of labor productivity is simulated by taking account of all the influencing factors. The most appropriate execution strategy is then selected using the developed hybrid SD-ABM approach to improve productivity. It is shown that the number of working groups and their movement patterns affect the severity of the groups’ interferences which will in turn affect the value of labor productivity.
Practical implications
This research helps project managers to predict and improve the value of labor productivity taking account of all the influencing factors.
Originality/value
It is believed that the proposed hybrid SD-ABM simulation approach offers a novel and robust tool for modeling labor productivity because the effects of various continuous influencing factors and the interactions between different agents are taken into account through the combination of SD and ABM. Many complex problems faced in construction projects involve interacting elements of a different nature, and the integration of SD with ideas from ABM offers potential to combine the strengths of the two methodologies to solve the problem.