New Approaches in Civil Engineering

New Approaches in Civil Engineering

Sensitivity Analysis of Risk Management In Construction Projects Using Deep Learning Techniques

Document Type : Research Paper

Authors
Farshid Farokhizadeh 1
Seyed Azim Hosseini 2
Amin Amraee 3
MohammadHassan Haeri 4
1 Assistant Professor, Faculty of Science and Engineering, Imam Hussein Officers and Guard Training University, Tehran, Iran
2 "Associate Professor, Department of Civil Engineering, South Tehran Branch, Islamic Azad University, Tehran, Iran"
3 "PhD Student, Department of Civil Engineering, South Tehran Branch, Islamic Azad University, Tehran, Iran"
4 "Assistant Professor, Department of Civil Engineering, South Tehran Branch, Islamic Azad University, Tehran, Iran"
10.30469/jnace.2025.503483.1119
Abstract
The construction project plays an important role in the economy and welfare of the people of every society. Every year, large budgets are spent on the implementation of construction projects in Iran. Risk management is the missing link in the studies and implementation of construction projects in Iran, which is either less paid or is not a priority. In this article, an attempt has been made to deal with the phenomenon of risk management of construction projects. First, the risk management of the construction project is done using the FMEA method, then modeling this phenomenon using the deep learning method is on the agenda. The database for deep learning modeling has been completed using the information of the first stage. The input and output parameters are also selected based on the number and type of available data. The research results show that the optimal structure of the deep learning method has been introduced by combining the CNN neural network and the MVO optimization algorithm, with a correlation coefficient above 90% and an error index below 0.5. The main discussion of this research is sensitivity analysis on the optimal model. This process has been done by using the relative and absolute derivative of the output with respect to each input based on different statistical categories according to the method of Lu et al. Finally, the most effective input parameter is introduced and the output sensitivity is determined.
Keywords
Sensitivity analysis
risk management
construction project

Subjects

1-چراغی، اسماعیل و خلیل زاده، محمد و چراغی، امیرپویا و رحیمی، یاسر،1398،انتخاب استراتژی های پاسخ به ریسک زیست محیطی پروژه های ساخت و ساز با استفاده از الگوریتم های فراابتکاری(مطالعه موردی: پروژه مجتمع ساختمانی صبا )،https://civilica.com/doc/1288699
2- عالم تبریز، اکبر، و حمزه ای، احسان. (1390). ارزیابی و تحلیل ریسک های پروژه با استفاده از رویکرد تلفیقی مدیریت ریسک استاندارد PMBOK و تکنیک RFMEA. مطالعات مدیریت صنعتی، 9(23)، 1-19. SID. https://sid.ir/paper/213149/fa
3- نجفی، سیدمحمود و رشوند، پوریا،1401،مدیریت ریسک های زیست محیطی در پروژه ساخت تونل البرز آزادراه تهران-شمال بر مبنای روش AHP فازی،ششمین کنفرانس بین المللی مهندسی عمران، معماری و شهرسازی،تهران،https://civilica.com/doc/1549048
4- نوری، جعفر، عباس پور، مجید، و ترابی فرد، مینا. (1389). ارزیابی و مدیریت ریسک های زیست محیطی یک واحد آموزشی با استفاده از روش FMEA. علوم و تکنولوژی محیط زیست، 12(3 (مسلسل 46))، 61-70. SID. https://sid.ir/paper/469120/fa
5-ajabali Hokmabadi, Esmaeil Zarei, Ali Karimi, (2022). Risk assessment using failure modes and effects analysis on the basis of SWARA-RE-VIKOR fuzzy multi-criteria decision-making methods: A case study of the city gate gas pressure reduction station, Iran Occupational Health, 19(1), 33. magiran.com/p2705204. In Persian.
6-EmamiKorandeh, M., & Hosseini, S. A. (2022). Determination of the Critical Column in the Phenomenon of Progressive Collapse of the Steel Bending Frame Considering the Effect of Soil-Structure Interactions with both the Direct and Indirect Methods. Passive Defense Quarterly, 13(2), 1-13.
7-Jafar Nouri, Majid Abbaspour, and Mina Torabifard, "Assessment and management of environmental risks of an educational unit using FMEA method," Environmental Science and Technology, vol. 12, no. 3 (series 46), pp. 61-70, 1389, [Online]. Available: https://sid.ir/paper/469120/fa. In Persian.
8-Korandeh, M. E., & Yasrobi, S. S. (2022). Determination of behavioral parameters of coarse grain alluvium by in situ and laboratory pressuremeter tests. Arabian Journal of Geosciences, 15(23), 1714.
9-Iranian, Morteza and Rezaiyan, Javad, 2014, risk assessment in road construction projects based on PMBOK standard using ANP technique studied: Sari city cable bridge construction project, 11th international project management conference, Tehran, https://civilica.com/ doc/620723. In Persian.
10-EmamiKorandeh, M., & Asgari, B. (2022). Investigation of Parameters Affects on the Phenomenon of Progressive Collapse in Steel Structures Using Artificial Neural Network (ANN). New Approaches in Civil Engineering, 6(2), 27-44.
11-Faizi, Ehsan and Naqvi, Mohammad and Fakhraei, Hossein, 2019, risk assessment of hydroelectric concrete dams with FEMA and RAMCAP combined method with passive defense approach, case study: Liro concrete dam, https://civilica.com/doc/1187576. In Persian.
12-Namazi, Seyed Islam and Mahmoudian, Saman and Alizadeh Anbardan, Saeed and Behrabar, Ahmed, 2019, Environmental Risk Assessment in Road Construction by FMEA Method, 6th International Conference on Environmental Engineering and Natural Resources, Tehran, https://civilica.com/doc/1039126. In Persian.
13-EmamiKorandeh, M., & Farokhizadeh, S. (2024). Determining the Optimal Percentage of Incinerator Ash in the Compressive Strength of Concrete. Journal of New Approaches in Civil Engineering, 8(1).
14-Chiraghi, Esmail and Khalilzadeh, Mohammad and Chiraghi, Amirpoua and Rahimi, Yaser, 2018, choosing response strategies to the environmental risk of construction projects using meta-heuristic algorithms (case study: Saba construction complex project), https://civilica.com/doc/1288699. In Persian.
15-Bahareh Sadeq Al-Waad, and Amirreza Azadmehr, "Evaluation of environmental risk caused by mine tailings dump using FMEA method using fuzzy theory," presented at the specialized conference on the application of mathematics in earth sciences. 2013, [Online]. Available: https://sid.ir/paper/837210. In Persian.
16-Behrouz Khajovi, and Saeed Jafarirad, "Risk assessment of molybdenum chemical concentration unit of Sarchesme copper complex using FMEA method," Environmental Management and Sustainable Development, vol. 3, no. 10, pp. 7-12, 2018, [Online]. Available: https://sid.ir/paper/521480. In Persian.
17-EmamiKorandeh, M., & Vasheghani Farahani, F. (2023). Optimizing the Mix Design of Relatively Strength Lightweight Concrete Using the Artificial Neural Network Method. New Approaches in Civil Engineering, 7(1), 17-30.
18-Azizi H, Mackialeagha M, Azadbakht B, Samadyar H. Assessment of Environmental and Health Risks of the Chemical Industry by Applying Fuzzy Logic: A Case Study in South Tehran, Iran. jhehp 2022; 8 (3) :144-153. URL: http://jhehp.zums.ac.ir/article-1-530-en.html. In Persian.
19-Torab S, Dashti S. Risk Assessment of Health Safety and Environmental of Samangan Combined Cycle Power Plant using FMEA&SAW Integrated Model. Iranian Dam and Hydroelectric Powerplant 2022; 8 (31) :16-28. URL: http://journal.hydropower.org.ir/article-1-461-fa.html. In Persian.
20-Narges Siamian, Kamran Nasir Ahmadi, and Razia Ehsan Amrei, "Health, safety and environmental risk assessment in the automotive industry based on FTA and FMEA methods," Environmental Research and Technology, vol. 5, no. 8, pp. 139-153, 2019, [Online]. Available: https://sid.ir/paper/401474. In Persian.
21-Sahar Karim Nia "Tehran Municipality Financial Management System: pathology and solutions in the light of a comparative study of ten cities: London, Zurich, New York, Toronto, Oakland, Vienna, Beijing, Tokyo, Dubai and Istanbul *". Legal Research, 21, 51, 1401, 513-544. doi:10.48300/jlr.2022.163707. In Persian.
22-Emami, M. Modelling and Prediction of Coarse Grained Alluvium behavior by pressuremeter test results and Laboratory chamber. Diss. Doctoral Dissertation, Tarbiat Modares University, Tehran. Iran, 2014, 10.26480/ees.02.2017.16.18. In Persian.
23-Vazdani, Soghra & Sabzghabaei, Gholam & Dashti, Soolmaz & Cheraghi, Mitra & Alizadeh, Reza & Hemmati, Aazam. (2017). FMEA TECHNIQUES USED IN ENVIRONMENTAL RISK ASSESSMENT. Environment & Ecosystem Science. 1. 16-18. 10.26480/ees.02.2017.16.18.
24-Mehdi Khezri; Maryam Farahani; Saeed Motahhari; Bita Azadbakht. "Environmental Risk Assessment of Hydrocarbon-Rich Sludge of a Gas Refinery Using the Integrated Approach of PMBOK Standard Risk Management and FMEA Technique: A Case Study". Journal of Advances in Environmental Health Research, 11, 4, 2023, 253-263. doi: 10.34172/jaehr.1316
25-Alexander N. Semin; Marina V. Faminskaya; Vadim V. Ponkratov; Oksana N. Mikhayluk; Galina N. Shapoval. "Risk assessment and its management for environmental pollution in oil refinery using FMEA approach". Caspian Journal of Environmental Sciences, 21, 3, 2023, 603-622. doi: 10.22124/cjes.2023.6939.
26-Benyamin Sadeghi; Mansour Sodagari; Hossein Nematollahi; Hamed Alikhani. "FMEA and AHP Methods in Managing Environmental Risks in Landfills: A Case Study of Kahrizak, Iran". Environmental Energy and Economic Research, 5, 2, 2021, 1-15. doi: 10.22097/eeer.2020.253735.1172.
27-Emami Korandeh, M., Hosseini, S. A., & Sabouri Amlashi, A. (2023). Modeling of Porous Concrete Mixing Plan using Artificial Neural Network. New Approaches in Civil Engineering, 7(3), 1-15.
28-Darvishi, Sahar & Jozi, Seyed & Malmasi, Saeed & Rezaian, Sahar. (2019). Environmental risk assessment of dams at constructional phase using VIKOR and EFMEA methods (Case study: Balarood Dam, Iran). Human and Ecological Risk Assessment: An International Journal. 26. 1-21. 10.1080/10807039.2018.1558396.
29-Rahnamay Bonab, Shabnam & Osgooei, Elnaz. (2022). Environment risk assessment of wastewater treatment using FMEA method based on Pythagorean fuzzy multiple-criteria decision-making. Environment, Development and Sustainability. 1-31. 10.1007/s10668-022-02555-5.
30-Hasan Azizi, Mina Mackialeagha , Bita Azadbakht, Hassan Samadyar, (2023). Identification and Assessment of health, safety and environmental risk factors of Chemical Industry using Delphi and FMEA methods (a case study), Anthropogenic Pollution Journal, 6(2), 39-47. magiran.com/p2544064.
31-Emami, M. "Application of artifitial neural networks in pressuremeter test results." Master of Science thesis, Tarbiat Modares University, Tehran, Iran (2009). doi: 10.22105/bdcv.2022.331778.1054.
32-Amiri M, Zaeimdar M, Khaledi H, Rezaian S. Risk Assessment of Urban Waste Management through EFMEA and TOPSIS Methods (Case Study: District 6 of Tehran Municipality, Iran). jhehp 2022; 8 (4) :191-201. URL: http://jhehp.zums.ac.ir/article-1-543-en.html.
33-Ceylan, Bulut Ozan & Akyar, Demir & Celik, Mehmet. (2023). A novel FMEA approach for risk assessment of air pollution from ships. Marine Policy. 150. 105536. 10.1016/j.marpol.2023.105536.
34-Yeganeh, Ali & Younesi Heravi, Moein & Razavian, s & Behzadian, Kourosh & Shariatmadar, Hashem. (2021). Applying a new systematic fuzzy FMEA technique for risk management in light steel frame systems. Journal of Asian Architecture and Building Engineering. 21. 10.1080/13467581.2021.1971994.
35-Adar, Elanur & İnce, Mahir & Karatop, Buket & Bilgili, Mehmet. (2017). The Risk Analysis by Failure Mode and Effect Analysis (FMEA) and Fuzzy-FMEA of Supercritical Water Gasification System Used in the Sewage Sludge Treatment. Journal of Environmental Chemical Engineering. 5. 10.1016/j.jece.2017.02.006.
36-Madarsara, Tayyebeh & Yari, Saeed & Saeidabadi, Hamzeh. (2019). Health and Safety Risk Assessment Using a Combined FMEA and JSA Method in a Manufacturing Company. Asian Pacific Journal of Environment and Cancer. 2. 63-68. 10.31557/apjec.2019.2.1.63-68.
37-kobra setodemaram. "Health and Safety and Environmental Risk Assessment and Management in Urmia Sewage Treatment Plant by FMEA Method". Journal of Water and Wastewater Science and Engineering, 4, 1, 2019, 23-33. doi: 10.22112/jwwse.2019.154745.1119.
38-Emami M, Yasrebi S. Application of artificial neural networks in interpretation of pressuremeter test results. MCEJ 2014; 14 (5) :11-25 URL: http://mcej.modares.ac.ir/article-16-5107-en.html.
39-Peide Liu, Yifan Wu, Ying Li, and Xiaoming Wu. 2024. An improved FMEA method based on the expert trust network for maritime transportation risk management. Expert Syst. Appl. 238, PA (Mar 2024). https://doi.org/10.1016/j.eswa.2023.121705.
40-Fernandes, Rafaela & Sieira, Ana & Filho, Armando. (2022). Methodology for risk management in dams from the event tree and FMEA analysis. Soils and Rocks. 45. 1-15. 10.28927/SR.2022.070221.
41-Alizadeh, Seyed Shamseddin & Solimanzadeh, Yaghoob & Mousavi, Saeid & Safari, Gholam. (2022). Risk assessment of physical unit operations of wastewater treatment plant using fuzzy FMEA method: a case study in the northwest of Iran. Environmental Monitoring and Assessment. 194. 10.1007/s10661-022-10248-9.
42-Reza Fattahi; Reza Tavakkoli-Moghaddam; Mohammad Khalilzadeh; Nasser Shahsavari-Pour; Roya Soltani. "Risk Assessment by a New FMEA Model based on an Extended AHP Method under a Fuzzy Environment". Environmental Energy and Economic Research, 5, 4, 2021, 1-14. doi:10.22097/eeer.2021.263341.1180.
43- Ebadzadeh, Farkhondeh & Monavari, S. & Jozi, Seyed & Robati, Maryam & Rahimi, Razieh. (2022). Combining the Bow-tie model and EFMEA method for environmental risk assessment in the petrochemical industry. International Journal of Environmental Science and Technology. 20. 10.1007/s13762-022-04690-y.
44-Mohammad EmamiKorandeh; Negar Nourbakhsh. "Optimizing the Weight of Steel Structures using Artificial Neural Network Method". New Approaches in Civil Engineering, 4, 4, 2021, 63-77. doi: 10.30469/jnace.2021.131610.
45-Hatefi, Mohammad ali and Hamid Reza Balilehvan. “Risk Assessment of Oil and Gas Drilling Operation: An Empirical Case using a Hybrid GROC-VIMUN-Modified FMEA Method.” Process Safety and Environmental Protection (2022): n. pag. https://doi.org/10.1016/j.psep.2022.12.006.
46-Emami, M. (2014). Modelling and Prediction of Coarse Grained Alluvium behavior by pressuremeter test results and Laboratory chamber (Doctoral dissertation, Doctoral Dissertation, Tarbiat Modares University, Tehran. Iran).
47-Pacana, Andrzej, and Dominika Siwiec. 2023. "Method of Fuzzy Analysis of Qualitative-Environmental Threat in Improving Products and Processes (Fuzzy QE-FMEA)" Materials 16, no. 4: 1651. https://doi.org/10.3390/ma16041651.
New Approaches in Civil Engineering
Volume 8, Issue 3
Autumn 2024
Pages 56-70