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Modeling for project portfolio benefit prediction via a GA-BP neural network

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  • Tian, Yuanyuan
  • Bai, Libiao
  • Wei, Lan
  • Zheng, Kanyin
  • Zhou, Xinyu

Abstract

Project portfolio benefit (PPB) prediction can effectively help managers monitor the acquisition of PPBs, thereby better achieving their target benefits. However, no valid model is available for PPB prediction. To narrow this research gap, we develop a model based on a backpropagation neural network improved with a genetic algorithm (GA-BPNN) to quantitatively forecast PPBs. First, the evaluation criteria for benefits are determined. Second, the input and output variables of the model are determined and calculated. Third, the initial weights and thresholds of the BPNN are improved by the GA. Fourth, based on the above optimization results, the GA-BPNN model is trained and tested. Last, the numerical example is provided to demonstrate the application of the proposed model. The results indicate that the established model is feasible and effective in predicting PPBs, with an average prediction accuracy rate of 98.64 %, which is 18.24 % better than that of the base BPNN. The model proposed in this paper effectively realizes the quantitative prediction of PPBs, enriching the research on project portfolio management (PPM) and providing managers with a tool to effectively predict PPBs.

Suggested Citation

  • Tian, Yuanyuan & Bai, Libiao & Wei, Lan & Zheng, Kanyin & Zhou, Xinyu, 2022. "Modeling for project portfolio benefit prediction via a GA-BP neural network," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    • Handle: RePEc:eee:tefoso:v:183:y:2022:i:c:s0040162522004607
    DOI: 10.1016/j.techfore.2022.121939
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    as
    1. Huijia Yang & Weiguang Fan & Guangyu Qin & Zhenyu Zhao, 2021. "A Fuzzy-ANP Approach for Comprehensive Benefit Evaluation of Grid-Side Commercial Storage Project," Energies, MDPI, vol. 14(4), pages 1-17, February.
    2. Wu, Yunna & Xu, Chuanbo & Ke, Yiming & Chen, Kaifeng & Sun, Xiaokun, 2018. "An intuitionistic fuzzy multi-criteria framework for large-scale rooftop PV project portfolio selection: Case study in Zhejiang, China," Energy, Elsevier, vol. 143(C), pages 295-309.
    3. Ashish Goel & L.S. Ganesh & Arshinder Kaur, 2020. "Benefits Formulation in Construction Projects: An Exploratory Study through a Social Sustainability Perspective," IIM Kozhikode Society & Management Review, , vol. 9(2), pages 162-176, July.
    4. Xia, Bingqing & Qiang, Maoshan & Chen, Wenchao & Fan, Qixiang & Jiang, Hanchen & An, Nan, 2018. "A benefit-sharing model for hydropower projects based on stakeholder input-output analysis: A case study of the Xiluodu Project in China," Land Use Policy, Elsevier, vol. 73(C), pages 341-352.
    5. Beringer, Claus & Jonas, Daniel & Kock, Alexander, 2013. "Behavior of Internal Stakeholders in Project Portfolio Management and Its Impact on Success," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 63280, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    6. Milis Nilgun Caibula & Constantin Militaru, 2021. "Stakeholders Influence on the Closing Phase of Projects," Postmodern Openings, Editura Lumen, Department of Economics, vol. 12(1Sup1), pages 136-148, April.
    7. Wang, Chaofan & Shuai, Jing & Ding, Liping & Lu, Yang & Chen, Jia, 2022. "Comprehensive benefit evaluation of solar PV projects based on multi-criteria decision grey relation projection method: Evidence from 5 counties in China," Energy, Elsevier, vol. 238(PB).
    8. Pérez, Fátima & Gómez, Trinidad & Caballero, Rafael & Liern, Vicente, 2018. "Project portfolio selection and planning with fuzzy constraints," Technological Forecasting and Social Change, Elsevier, vol. 131(C), pages 117-129.
    9. Wu, Yunna & Xu, Chuanbo & Ke, Yiming & Li, Xinying & Li, Lingwenying, 2019. "Portfolio selection of distributed energy generation projects considering uncertainty and project interaction under different enterprise strategic scenarios," Applied Energy, Elsevier, vol. 236(C), pages 444-464.
    10. Feng, Qun & Shi, Xuejun & Zhang, Jianghua, 2019. "Influence of rent-seeking on safety supervision in Chinese construction: Based on a simulation technology," Technological Forecasting and Social Change, Elsevier, vol. 138(C), pages 1-9.
    11. Aaltonen, Kirsi & Kujala, Jaakko, 2010. "A project lifecycle perspective on stakeholder influence strategies in global projects," Scandinavian Journal of Management, Elsevier, vol. 26(4), pages 381-397, December.
    12. Azimi, Sasan & Rahmani, Rouhollah & Fateh-rad, Mahdi, 2019. "Investment cost optimization for industrial project portfolios using technology mining," Technological Forecasting and Social Change, Elsevier, vol. 138(C), pages 243-253.
    13. Youwen Zhong & Xiaoling Wu, 2020. "Effects of cost-benefit analysis under back propagation neural network on financial benefit evaluation of investment projects," PLOS ONE, Public Library of Science, vol. 15(3), pages 1-15, March.
    14. Beringer, Claus & Jonas, Daniel & Kock, Alexander, 2013. "Behavior of Internal Stakeholders in Project Portfolio Management and Its Impact on Success," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 63318, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    15. Susanna Falle & Romana Rauter & Sabrina Engert & Rupert J. Baumgartner, 2016. "Sustainability Management with the Sustainability Balanced Scorecard in SMEs: Findings from an Austrian Case Study," Sustainability, MDPI, vol. 8(6), pages 1-16, June.
    16. Voss, Martin & Kock, Alexander, 2013. "Impact of Relationship Value on Project Portfolio Success - Investigating the Moderating Effects of Portfolio Characteristics and External Turbulence," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 63279, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    17. Kock, Alexander & Schulz, Babette & Kopmann, Julian & Gemünden, Hans Georg, 2020. "Project Portfolio Management Information Systems' Positive Influence on Performance - The Importance of Process Maturity," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 124842, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    18. Li, Xingmei & Huang, Yao-Huei & Fang, Shu-Cherng & Zhang, Youzhong, 2020. "An alternative efficient representation for the project portfolio selection problem," European Journal of Operational Research, Elsevier, vol. 281(1), pages 100-113.
    19. Yunqi Zhao & Jing Xiang & Jiaming Xu & Jinying Li & Ning Zhang, 2019. "Study on the Comprehensive Benefit Evaluation of Transnational Power Networking Projects Based on Multi-Project Stakeholder Perspectives," Energies, MDPI, vol. 12(2), pages 1-21, January.
    20. Qunli Wu & Chenyang Peng, 2016. "Comprehensive Benefit Evaluation of the Power Distribution Network Planning Project Based on Improved IAHP and Multi-Level Extension Assessment Method," Sustainability, MDPI, vol. 8(8), pages 1-18, August.
    21. Kaufmann, Carsten & Kock, Alexander & Gemünden, Hans Georg, 2021. "Strategic and cultural contexts of real options reasoning in innovation portfolios," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 130793, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    22. Tavana, Madjid & Khosrojerdi, Ghasem & Mina, Hassan & Rahman, Amirah, 2019. "A hybrid mathematical programming model for optimal project portfolio selection using fuzzy inference system and analytic hierarchy process," Evaluation and Program Planning, Elsevier, vol. 77(C).
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