Assessing Credit Risk in Construction Contracts with Fuzzy Genetic Modeling: A New Platform Design

Authors

  • Solmaz Taghizad Farahmand Master's degree, accounting, Firuzkoh branch, Islamic Azad University, Tehran Author

Keywords:

Credit Risk Assessment, Construction Contracts, Fuzzy Logic, Genetic Algorithms, Risk Management

Abstract

This essay outlines the design and development of a novel platform for assessing credit risk in construction contracts using fuzzy genetic modeling. The platform integrates the strengths of fuzzy logic and genetic algorithms to enhance the accuracy and comprehensiveness of risk assessments. Beginning with stakeholder engagement and requirement gathering, the process encompasses data collection and preprocessing, development of the fuzzy logic model, and integration of genetic algorithms for optimization. The platform features a robust system architecture, including a database, processing engines, and user interfaces designed for intuitive use. Rigorous implementation and testing phases ensure seamless functionality and reliability. Deployment strategies, user training, and comprehensive documentation support effective utilization. Continuous monitoring and iterative improvements maintain the platform's relevance and accuracy. By addressing both technical and financial aspects, this platform aims to significantly improve decision-making and risk management in construction projects, benefiting professionals in civil engineering and accounting.

Author Biography

  • Solmaz Taghizad Farahmand, Master's degree, accounting, Firuzkoh branch, Islamic Azad University, Tehran

       

References

[1] Hamid Nasiri. (2024). " Managing Undersea Pipeline Damage: Strategies for Prevention, Response, and Recovery". Ninth International Conference on Civil, Structural and Seismic Engineering, Iran.

[2] Hamid Nasiri. (2024). "Enhancing Safety and Sustainability in Offshore Environments: A Comprehensive Approach to Mitigating Undersea Pipeline Explosions". Ninth International Conference on Civil, Structural and Seismic Engineering, Iran.

[3] Nasiri, Hamid, Asdian Ghafarakhi, Mohammad, Ghodsi Hassanabad, Majid, Bahmanpour, Amin. (2022). "Investigating the dynamic response of the underwater transmission pipe under the effect of explosion by laboratory and numerical methods". Structural analysis – earthquake. 3, (19): :1-15.

[4] Seyed Reza Samaei, Madjid Ghodsi Hassanabad, Mohammad Asadian ghahfarrokhi, Mohammad Javad Ketabdari, "Numerical and experimental investigation of damage in environmentally-sensitive civil structures using modal strain energy (case study: LPG wharf)". Int. J. Environ. Sci. Technol. 18, 1939–1952 (2021). https://doi.org/10.1007/s13762-021-03321-2 (Link)

[5] Samaei, S. R., Azarsina, F., & Ghahferokhi, M. A. (2016). Numerical simulation of floating pontoon breakwater with ANSYS AQWA software and validation of the results with laboratory data. Bulletin de la Société Royale des Sciences de Liège, 85, 1487-1499. (Link)

[6] Hassanabad, M. G., & Samaei, S. R. (2024). Innovations in Water Treatment: Navigating Sustainable Solutions for the Future. The 12th International Conference on Civil, Architecture and urban Management, Tbilisi, Georgia.

[7] Samaei, S. R., Hoseini, S. A., Branch, S. T., & Fasaei, A. (2024). Artificial Intelligence in the survey of citizens' satisfaction with the services of an organization-Case study: Tehran Municipality. The 12th International Conference on Civil, Architecture and urban Management, Tbilisi, Georgia.

[8] Samaei, S. R., & Hassanabad, M. G. (2024). The Crucial Interplay of Seas, Marine Industries, and Artificial Intelligence in Sustainable Development. Eighth International Conference on Technology Development in Oil, Gas, Refining and Petrochemicals.

[9] Ashoori, M., & Samaei, S. R. (2024). The Essential Role of Coaching in Developing Movement Skills: A Holistic Approach. The 8th International Conference on New Researches in Sports Sciences and Physical Education.

[10] Samaei, S. R., & Hassanabad, M. G. (2023). Investigating and providing solutions to reduce air pollution in large cities. 2th International Conference on Creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East.

[11] Samaei, S. R., & Hassanabad, M. G. (2023). Management of Surface and Flood Water Collection in Tehran Metropolis Using Artificial Intelligence, The second international conference on creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East, Mashhad, https://civilica.com/doc/1893050

[12] Samaei, S. R., & Hassanabad, M. G. (2024). Marine industries in the coasts of Makran with the view of balanced and sustainable development of internal and external. 2th International Conference on Creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East.

[13] Samaei, Seyed Reza and Ghodsi Hassanabad, Madjid, (2023), The transformative role of artificial intelligence in engineering sciences with an emphasis on civil engineering and marine industries, The second international conference on creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East, Mashhad, https://civilica.com/doc/1893048

[14] Samaei, S. R., & Hassanabad, M. G. (2024). The role of artificial intelligence in earthquake engineering: prevention, response and improvement of structures. 9th International Conference on Seismology and Earthquake Engineering, Iran.

[15] Samaei, S. R. (2023). Investigating the impact of managers' competence on employees' performance (case study - Transport and Traffic Organization of Tehran Municipality) The 17th International Conference on Management, Economy and Development. https://civilica.com/l/115404/

[16] Samaei, S. R. (2023). Investigating the role of managers on the efficiency of employees of the Transport and Traffic Organization of Tehran Municipality. The 8th International and National Conference on Management, Accounting and Law Studies, Tehran. https://civilica.com/l/112315/

[17] Samaei, S. R., & Hassanabad, M. G. (2024). Machine Learning Approach for Structural Health Monitoring and Damage Detection. 8th International Conference on Civil Engineering, Architecture, Urban Planning with Sustainable Development Approach.

[18] Samaei, S. R., Asadian Ghahferokhi, M., & Azarsinai, F. (2022). Experimental study of two types of simple and step floating pontoon breakwater in regular waves. International Journal of Marine Science and Environment, 6(1), 8-16.

[19] Samaei, S. R., & Ghodsi Hassanabad, M. (2022). Damage location and intensity detection in tripod jacket substructure of wind turbine using improved modal strain energy and genetic algorithm. Journal of Structural and Construction Engineering, 9(4), 182-202. doi: 10.22065/jsce.2021.294103.2488 (Link)

[20] Samaei, S. R., Ghodsi Hassanabad, M., Asadian Ghahfarrokhi, M., & Ketabdari, M. J. (2021). Numerical and experimental study to identify the location and severity of damage at the pier using the improved modal strain energy method-Case study: Pars Asaluyeh LPG export pier. Journal of Structural and Construction Engineering, 8(Special Issue 3), 162-179. doi: 10.22065/jsce.2020.246425.2225 (Link)

[21] Samaei, S. R., Ghodsi Hassanabad, M., Asadian Ghahfarrokhi, M., & Ketabdari, M. J. (2020). Structural health monitoring of offshore structures using a modified modal strain energy method (Case study: four-leg jacket substructure of an offshore wind turbine). Journal Of Marine Engineering, 16(32), 119-130. (Link)

[22] Samaei, S. R., Ghodsi Hassanabad, M., & Karimpor Zahraei, A. (2021). Identification of Location and Severity of Damages in the Offshore wind Turbine Tripod Platform by Improved Modal Strain Energy Method. Analysis of Structure and Earthquake, 18(3), 51-62. (Link)

[23] Samaei, S. R., Ghodsi Hassanabad, M., Asadian Ghahfarrokhi, M., & Ketabdari, M. J. (2021). Investigation of location and severity of damage in four-legged offshore wind turbine stencil infrastructure by improved modal strain energy method. Analysis of Structure and Earthquake, 17(3), 79-90. (Link)

[24] Seyed Reza Samaei, Farhood Azarsina, Mohammad Asadian. " Numerical simulation of floating pontoon breakwater with Ansys Aqua software and validation of results with laboratory data.", The third national conference on recent innovations in civil engineering, architecture and urban planning, 2016 (Link)

[25] Seyed Reza Samaei, Mohammad Asadian. " Introducing two types of simple and stepped pontoon floating breakwaters and analysis of wave passage coefficient by laboratory method.", The third national conference on recent innovations in civil engineering, architecture and urban planning, 2016 (Link)

[26] Samaei, S. R., Ghahferokhi, M. A. (2023). Introducing two types of simple and stepped pontoon floating breakwaters and analysis of wave passage coefficient by laboratory method. The third national conference on recent innovations in civil engineering, architecture and urban planning. (Link)

[27] Samaei, Seyed Reza, (2023), Using Artificial Intelligence to Increase Urban Resilience: A Case Study of Tehran, 13th International Conference on Advanced Research in Science, Engineering and Technology, https://civilica.com/doc/1930042

[28] Samaei, Seyed Reza, (2023), A Comprehensive Algorithm for AI-Driven Transportation Improvements in Urban Areas, 13th International Engineering Conference on Advanced Research in Science and Technology, https://civilica.com/doc/1930041

[29] Samaei, Seyed Reza and Asadian Ghafarokhi, Mohammad, (2023), Optimizing Coastal Hydro Turbines: Integrating Artificial Intelligence for Sustainable Energy Conversion, The second international conference on creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East Mashhad, https://civilica.com/doc/1912231

[30] Samaei, Seyed Reza and Asadian Ghafarokhi, Mohammad, (2023), Using robotics and artificial intelligence to increase efficiency and safety in marine industries, The second international conference on creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East, Mashhad, https://civilica.com/doc/1912235

[31] Samaei, Seyed Reza and Asadian Ghafarokhi, Mohammad, (2023), Using artificial intelligence for advanced health monitoring of marine vessels, The second international conference on creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East, Mashhad, https://civilica.com/doc/1912228

[32] Samaei, Seyed Reza and Asadian Ghafarokhi, Mohammad, (2023), A revolution in subsea energy transmission: harnessing the power of artificial intelligence for optimal pipeline design and execution, The second international conference on creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East, Mashhad, https://civilica.com/doc/1912232

[33] Samaei, Seyed Reza and Asadian Ghafarokhi, Mohammad, (2023), Design and implementation of floating pontoon breakwaters in urban rivers and beaches, The second international conference on creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East Mashhad, https://civilica.com/doc/1912230

[34] Samaei, Seyed Reza and Asadian Ghafarokhi, Mohammad, (2023), A comprehensive plan to transform Tehran into a smart and sustainable metropolis, The second international conference on creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East Mashhad, https://civilica.com/doc/1912234

[35] Samaei, Seyed Reza and Asadian Ghafarokhi, Mohammad, (2023), Using nano technology and artificial intelligence in oil and gas industry, The second international conference on creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East, Mashhad, https://civilica.com/doc/1912229

[36] Samaei, Seyed Reza and Asadian Ghafarokhi, Mohammad, (2023), AI-Enhanced GIS Solutions for Sustainable Coastal Management: Navigating Erosion Prediction and Infrastructure Resilience, The second international conference on creative achievements of architecture, urban planning, civil engineering and environment in the sustainable development of the Middle East, Mashhad, https://civilica.com/doc/1912233

[37] Samaei, S. R., Ghahferokhi, M. A, (2024), Using artificial intelligence capabilities to design and optimize smart offshore wind turbines. The 12th International Conference on Civil, Architecture and urban Management, Tbilisi, Georgia.

[38] Samaei, S. R., Ghahferokhi, M. A, (2024), Revolutionizing Tehran's Infrastructure: Harnessing the Power of Artificial Intelligence in Urban Tunnel Design and Implementation. The 12th International Conference on Civil, Architecture and urban Management, Tbilisi, Georgia.

[39] Samaei, Seyed Reza and Behdadfar, Elham, (2024), AI-Driven Construction Management: Innovations, Challenges, and Pathways to Success, Second International Conference on Civil Engineering; New and Applied Findings, Shiraz, https://civilica.com/doc /1950463

[40] Samaei, Seyed Reza and Behdadfar, Elham, (2024), Enhancing Earthquake Resilience in Tehran: A Comprehensive Preparedness and Response Plan, Second International Conference on Civil Engineering; New and Applied Findings, Shiraz, https://civilica.com/doc/1950461

[41] Samaei, Seyed Reza and Behdadfar, Elham, (2024), Optimizing Airborne Wind Energy Systems for Sustainable Water Pumping: A Machine Learning Approach, Second International Conference on Civil Engineering; New and Applied Findings, Shiraz, https://civilica.com/doc /1950462

[42] Samaei, Seyed Reza and Behdadfar, Elham, (2024), Towards a Sustainable Future: Revolutionizing Waste Management in Tehran, Second International Conference on Civil Engineering; New and Applied Findings, Shiraz, https://civilica.com/doc/1950465.

[43] Samaei, Seyed Reza and Behdadfar, Elham, (2024), Design Reconstruction Using Artificial Intelligence and Machine Learning, The Third International Conference on Smart City, Challenges and Strategies, Shiraz, https://civilica.com/doc/1950330

[44] Samaei, Seyed Reza and Behdadfar, Elham, (2024), HSE and health monitoring of structures in urban underground spaces using artificial intelligence, The Third International Conference on Smart City, Challenges and Strategies, Shiraz, https://civilica.com/doc/1950327

[45] Samaei, Seyed Reza and Behdadfar, Elham, (2024), Towards a Sustainable and Integrated Transportation System Powered by Solar Energy, Third International Conference on Smart City, Challenges and Strategies, Shiraz, https://civilica.com/doc/1950331

[46] Samaei, Seyed Reza and Behdadfar, Elham, (2024), AI-Driven Solutions for Climate Resilience: Optimizing Resource Use and Informing Decision-Making in a Changing World, Second International Conference on Civil Engineering; New and Applied Findings, Shiraz, https:/ /civilica.com/doc/1950464

[47] Samaei, Seyed Reza and Behdadfar, Elham, (2024), Innovative approaches to transform urban underground spaces for a sustainable future using artificial intelligence, Third International Conference on Smart City, Challenges and Strategies, Shiraz, https://civilica.com/doc/ 1950329

[48] Samaei, Seyed Reza and Behdadfar, Elham, (2024), Smartening Urban Underground Spaces - A Case Study of Tehran, Third International Conference on Smart City, Challenges and Strategies, Shiraz, https://civilica.com/doc/1950328

[49] Samaei, Seyed Reza, (2024), Implementing intelligent systems for enhancing control and quality in asphalt transportation: Challenges and Solutions, The 22nd national conference on urban planning, architecture, construction and environment, Shirvan, https://civilica.com/doc/1944329

[50] Samaei, Seyed Reza, (2024), The Impact of Using Floating Pontoon Breakwaters on Urban Flood Control in the City of Tehran,The 22nd national conference on urban planning, architecture, construction and environment,Shirvan,https://civilica.com/doc/1944330

[51] Samaei, Seyed Reza, (2024), The Impacts of Climate Change on the Environment and Humans, The 22nd national conference on urban planning, architecture, construction and environment, Shirvan, https://civilica.com/doc/1944331

[52] Samaei, Seyed Reza, (2024), Multivariate Analysis of Submarine Pipelines: Technical and Environmental Assessment and Improvement Strategies, The 22nd national conference on urban planning, architecture, construction and environment, Shirvan, https://civilica.com/doc/1944332

[53] Samaei, Seyed Reza, (2024), Analysis of Maritime Traffic Data and Port Efficiency: A Case Study of Bandar Abbas Port in the Year 2023 and Prediction for 2024, The 22nd national conference on urban planning, architecture, construction and environment, Shirvan, https: //civilica.com/doc/1944333

[54] Samaei, Seyed Reza, (2024), Developing innovative solutions for generating clean and sustainable energy in Tehran through the management of surface water and flood control, The 22nd national conference on urban planning, architecture, construction and environment, Shirvan, https://civilica. com/doc/1944334

[55] Samaei, Seyed Reza, (2024), Environmental Challenges: Analysis, Solutions, and Modern Developments in Environmental Management, The 22nd national conference on urban planning, architecture, construction and environment, Shirvan, https://civilica.com/doc/1944335

[56] Samaei, Seyed Reza, (2024), Innovative Approaches in Civil Engineering for Mitigating the Adverse Effects of Climate Change and Reducing Energy Consumption: A Case Study in Tehran City, The 22nd national conference on urban planning, architecture, construction and environment, Shirvan, https: //civilica.com/doc/1944336

[57] Samaei, Seyed Reza, (2024), Neural Networks: A Novel Approach for Optimization and Efficiency of Structures, The 22nd national conference on urban planning, architecture, construction and environment, Shirvan, https://civilica.com/doc/1944337

[58] Seyed Reza Samaei, Elham Behdadfar, (2024). Design and Analysis of Coastal Structures: A Case Study of the Eco Wave Structure. The 22nd national conference on urban planning, architecture, construction and environment, Iran.

[59] Samaei, Seyed Reza, (2024), Water Resource Management in Tehran: A Comprehensive Study of Challenges and Solutions, 22nd National Conference on Urban Planning, Architecture, Construction and Environment, Shirvan, https://civilica.com/doc/1944339

[60] Samaei, Seyed Reza, (2024), Innovation in Knowledge Management for Civil Engineering Projects of Tehran Municipality: Solutions, Challenges, and Optimal Scheduling, The 22nd national conference on urban planning, architecture, construction and environment, Shirvan, https://civilica.com /doc/1944340

[61] Elham Behdadfar, Seyed Reza Samaei, (2024). Towards a Smart Tehran: Leveraging Machine Learning for Sustainable Development, Balanced Growth, and Resilience. Journal of New Researches in Smart City, Vol 2 (Issue 2), 53-67, Shiraz, Iran.

[62] Seyed Reza Samaei, (2024). Advancing Marine Infrastructure: Integration of Advanced Composite Materials with Concrete, the First International Conference on the Exchange of Scientific Information in the Fields of Concrete Structures and Materials (ICConcrete) Tehran, Iran.

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Published

2024-09-21

How to Cite

Assessing Credit Risk in Construction Contracts with Fuzzy Genetic Modeling: A New Platform Design. (2024). Development Engineering Conferences Center Articles Database, 1(3). https://pubs.bcnf.ir/index.php/Articles/article/view/111