Dr Rouzbeh Ghousi 

Associate Professor

School of Industrial Engineering
Iran University of Science and Technology

Email :  ghousi AT iust.ac.ir

ORCID: 0000-0002-5839-5792

Google Scholar

Tel:   +98-21-73225074

Fax: +98-21-73021214

Education and qualifications

• Ph.D. in Industrial Engineering, Iran University of Science and Technology, Tehran, Iran, 2012  

Employment

•  Vice chancellor of campus education University, Iran University of Science and Technology, Since May 2022.

•  Head of student affairs office, Iran University of Science and Technology, Oct 2019- Jul 2021

•  Head of Short - term  training courses office, Iran University of Science and Technology, Sep 2014 – Sep 2016  

Teaching Experiences

• Graduate

       •  Time and Work Study

      •  Human Factor Engineering

      •  Safety and Industrial Hygiene

•  Undergraduate

      •   Human Reliability

      •  Advance Human Factor Engineering

       •  Diagnosis in Production systems and Services

Research Interests

•  Green Supply chain Management

•  Process Safety

•  Human Reliability

•  Health care Engineering

 •  Data mining applications in Health care and Industrial Engineering

Journal Papers

1. M. Saidi-Mehrabad, F. Saeedi, D. Rezaei, R. Ghousi, Developing an Organizational Performance Evaluation Model Using Grounded Theory Methodology and ARAS Method, Journal of Scientia Iranica, 2023 (ISI index)

2. M. Mohammadpour Omran, R. Ghousi, A.Taherkhani Kadkhodaei, Sustainable model of port-hinterland freight distribution network considering uncertainty: A case study of Iran, Journal of Scientia Iranica, 2023 (ISI index)

3. K. Mohammadi Atashgah, R. Ghousi, A. Monir Abbasi, A. Tayefi Nasrabadi, A Development Model for Identifying the Uncertainty Sources and Their Impacts on Bridge Construction Projects, The Baltic Journal of Road and Bridge Engineering, 2023 (ISI index)

4. F. Saeedi, D. Rezaei, R. Ghousi, M.  Saidi-Mehrabad, Designing a Process-oriented Performance Reference Model (PPRM) for a Banking IT Organization, Journal of Executive Management, 2023 (ISC index)

5. A. Sabripoor, A. Amirsahami, R. Ghousi, Credibility based chance constrained programming for parallel machine scheduling under linear deterioration and learning effects with considering setup times dependent on past, Journal of Project Management, 2023

6. H Ghanbari, M Safari, R. Ghousi, E Mohammadi, N Nakharutai, Bibliometric analysis of risk measures for portfolio optimization, Journal of Accounting, 2023

7. A. Jafari Doudaran, R. Ghousi, A. Makui, M. Jafari, Designing a model for measuring the critical risk of human resources in the capital market based on fuzzy FMEA method and Pareto principle, Journal of Investment Knowledge, 2022 (ISC index)

8. K. Mohammadi Atashgah, R. Ghousi, A. Monir Abbasi, A.Tayefi Nasrabadi, Developing a model for time-cost trade-off optimization problem considering overdraft issue in uncertain environments, Journal of Industrial and Systems Engineering, 2022 (ISC index)

9. R. Ghousi, M. Khanzadi, M. Mokhlespour Esfahani, Human reliability analysis in deep excavation projects using a fuzzy Bayesian HEART-5M integrated method: case of a residential tower in north Tehran, International journal of occupational safety and ergonomics, 2022 (ISI index)

10. AH. Masoumi, R. Ghousi, A. Makui, Prostate Segmentation and Lesions Classification in CT Images Using Mask R-CNN, International Journal of Industrial Engineering, 2022 (Scopus index)

11. N. Gilani Larimi, A. Azhdari, R. Ghousi, B. Du, Integrating GIS in reorganizing blood supply network in a robust-stochastic approach by combating disruption damages, Socio-Economic Planning Sciences, 2022 (ISI index)

12. E. Samadpour, R. Ghousi, A. Makui, M. Heydari, Routing and scheduling for a home health care problem considering health workers' skills, Journal of applied research on industrial engineering, 2022 (ISC index)

13. M. Safari, R. Ghousi, AH. Masumi, H. Naeini, A review of sports data analytics field: A bibliometric and network analysis of the articles published from 1997 to 2020, Journal of Industrial and Systems Engineering, 2022 (ISC index)

14. A. Ghavidel, R. Ghousi, A. Atashi, An ensemble data mining approach to discover medical patterns and provide a system to predict the mortality in the ICU of cardiac surgery based on stacking machine learning method, Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, 2022 (Scopus index)

15. E. Samadpour, R. Ghousi, A. Makui, Home health care routing and scheduling problem with different groups of patients and health workers,  Kybernetes, 2022 (ISI index)

16. E. Bakhshizadeh, H. Aliasghari, R. Noorossana, R. Ghousi, Customer clustrimg based on factors of customer lifetime value with data mining technique, International Journal of Industrial Engineering & Production Research, 2022 (Scopus index)

17. P. Esmaeili, A. Makui, S. Seyedhosseini, R. Ghousi, The effect of probabilistic incentives to promote cooperation during the pandemics using simulation of multi-agent evolutionary game, International Journal of Industrial Engineering Computations, 2022 (ISI index)

18. M. Farazmand, MS. Pishvaee, SF. Ghannadpour, R. Ghousi, Green dynamic multimodal logistics network design problem considering financing decisions: a case study of cement logistics, Environmental Science and Pollution Research, 2022 (ISI index)

19. A. Jafari Doudaran, R. Ghousi, A. Makui, M. Jafari, Development of a method to measure the quality of working life using the improved metaheuristic grasshopper optimization algorithm, Mathematical Problems in Engineering, 2021(ISI index)

20. MH. Dehghani Sadrabadi, R. Ghousi, A. Makui, Designing a disruption-aware supply chain network considering precautionary and contingency strategies: a real-life case study, RAIRO-Operations Research, 2021(ISI index)

21. A. Chegini, R. Ghousi, H. Sadeghi Naeini, Assessment of isometric muscle exertion in short-term considering task-rest schedule, Scientia Iranica, 2021(ISI index)

22. AH. Masoumi, R. Ghousi, M. Vazifehdoost, F. Araghi Niknam, A quantitative scoring system to compare the degree of COVID-19 infection in patients’ lungs during the three peaks of the pandemic in Iran, Journal of Industrial and Systems Engineering, 2021(ISC index)

23. F. Araghi Niknam, R. Ghousi, AH. Masoumi, A. Atashi, A. Makui, Hybrid Medical Data Mining Model for Identifying Tumor Severity in Breast Cancer Diagnosis, Advances in Industrial Engineering, 2021(ISC index)

24. R. Ghousi, AH. Masoumi, A.Makui, Prediction of Accident Occurrence Possibility by Fuzzy Rule-Based and Multi-Variable Regression (Case Study: Lift Trucks), Advances in Industrial Engineering, 2021(ISC index)

25. SP. Bagheri ghadikolaei, R. Ghousi, A. Haeri, A Data Mining approach for forecasting failure root causes: A case study in an Automated Teller Machine (ATM) manufacturing company, Journal of Optimization in Industrial Engineering, 2021(Scopus index)

26. P. Khoshabi, E.Nejati, SF. Ahmadi, A.Chegini, A.Makui, R. Ghousi, Developing a Multi-Criteria Decision Making approach to compare types of classroom furniture considering mismatches for anthropometric measures of university students, PloS one, 2020 (ISI index)

27. R. Ghousi, AH. Radman Kian, M. Janinasab, Risk assessment of workshops at Iran University of Science and Technology using fuzzy FMEA, Occupational Hygiene and Health Promotion, 2020 (ISC index)

28. R. Ghorbani, R. Ghousi, A. Makui, A. Atashi, A new hybrid predictive model to predict the early mortality risk in intensive care units on a highly imbalanced dataset, IEEE Access, 2020 (ISI index)

29. A. Chegini, R. Ghousi, H. Sadeghi Naeini, K. Karuppiah, Developing a New Vertical Multiplier to Modify the Revised NIOSH Lifting Equation, International Journal of Occupational Hygiene, 2020

30. R. Ghorbani, R. Ghousi, Comparing different resampling methods in predicting students’ performance using machine learning techniques, IEEE Access, 2020 (ISI index)

31. H. Farrokhi-Asl, A. Makui, R. Ghousi, M. Rabbani, Developing a hazardous waste management system with consideration of health, safety and environment, Computers & Electrical Engineering, 2020 (ISI index)

32. M. Jalali Sepehr, A. Haeri, R. Ghousi, Evaluation of the OECD countries’ healthcare system from the sustainable development perspective, International Journal of Industrial Engineering & Production Research, 2019 (Scopus index)

33.A. Badami, R. Ghousi, M. Saidi Mehrabad, Using Data Mining Techniques in Providing Knowledge for Decision Support System (Case Study: Tehran Bus Transportation System), Journal of Transportation Engineering, 2019 (ISC index)

34. H. Poorang, R. Ghousi, Diagnosis and Ergonomic Design of Oxy Gas Welding Workstation by RULA Method. Case Study: Welding Workshops, Occupational Medicine Quarterly Journal, 2019 (ISC index)

35. MH. Dehghani Sadrabadi, R.Ghousi, A.Makui, An enhanced robust possibilistic programming approach for forward distribution network design with the aim of establishing social justice: A real-world application, Journal of Industrial and Systems Engineering, 2019 (ISC index)

36. H. Farrokhi-Asl, A. Makui, R. Ghousi, M. Rabbani, Designing a sustainable integrated forward/reverse logistics network, Journal of Modelling in Management, 2019 (Scopus index)

37. M. Jalali Sepehr, A. Haeri, R. Ghousi,  A cross-country evaluation of energy efficiency from the sustainable development perspective, International Journal of Energy Sector Management, 2019 (Scopus index)

38. A. Chegini, R. Ghousi, Hassan Sadeghi Naeini, Effect of the Gender and Personal Characteristics Impact on One-Handed Isometric Push-Pull Exertions, International Journal of Occupational Hygiene, 2019

39.  A. Atashi, F. Tohidinezhad, S. Dorri, N. Nazeri, R. Ghousi, S. Marashi, F. Hajialiasgar,  Discovery of Hidden Patterns in Breast Cancer Patients, Using Data Mining on a Real Data Set, ICIMTH, 2019 (Scopus index)

40. R. Ghorbani, R. Ghousi, A. Maku, Location of compressed natural gas stations using multi-objective flow refueling location model in the two-way highways: A case study in Iran, Journal of Industrial and Systems Engineering, 2019 (ISC index)

41.  R. ghorbani, R. Ghousi,  Predictive data mining approaches in medical diagnosis: A review of some diseases prediction, International Journal of Data and Network Science, 2019 (Scopus index)

42.  M. Jalali Sepehr, A. Haeri, R. Ghousi, Evaluation of The OECD Countries’ Healthcare System in Terms of Sustainable Development, International Journal of Industrial Engineering & Production Research,  2019 (Scopus index)

43.  N. Khosrowabadi, R. Ghousi, Decision Support Approach on Occupational Safety Using Data Mining, International Journal of Industrial Engineering & Production Research, 2019 (Scopus index)

44. A. Makui, R. Ghousi, S. Zhalefruzan, A multi objective model for maximizing immunogenicity level of vaccination while minimizing cost and extra-immunization, Journal of Mathematical Modeling, 2018 (Scopus index)

45. M. Saidi-Mehrabad, R. Ghousi, SG. Emami, Evaluation of the performance of  hospital rapid emergency department based on the lean principles, Health Information Management, 2018 (ISC index)

46. R. Ghousi, M Khanzadi, K Mohammadi Atashgah, A flexible method of building construction safety risk assessment and investigating financial aspects of safety program, International Journal of Optimization in Civil Engineering, 2018 (ISC index)

47.  SG. Emami, M. Saeedi Mehrabad, R. Ghousi,  Developing Goodson’s model for rapid performance assessment of emergency department, Journal of Industrial and Systems Engineering, 2018 (ISC index)

48. R. Ghousi, decision support system design by using data mining tools (CASE STUDY Cultural Assistance of University of Science and Technology), Journal of Modiriat-e-farda, 2018 (ISC index)

49. R. Ghousi, Proposing a Rapid Plant Assessment Hybrid method using Data Envelopment Analysis for Municipalities Performance Evaluation (Case Study: Isfahan Municipality, Journal of Modiriat-e-farda, 2018 (ISC index)

50. M. Ghoddousi Mohammadi, R. Ghousi, M. Heydari,  Using a foresight model to determine research priorities for industry managers, Iranian Journal of Engineering Education, 2018 (ISC index)

51. R. Ghousi, Developing a Performance evaluation model based on the Fuzzy Analytical Hierarchy process (FAHP) and the Balanced Scorecard (BSC) approach (Case Study one of the Iranian food, Journal of Modiriat-e-farda, 2018 (ISC index)

52. A. Haeri, R. Ghousi, Using data envelopment analysis (DEA) to improve the sales performance in Iranian agricultural clusters by utilizing business networks and business development services, Journal of Industrial and Systems Engineering, 2016 (ISC index)

53. AM. Esmaieeli Sikaroudi, R. Ghousi, A. Esmaieeli Sikaroudi, A data mining approach to employee turnover prediction (case study: Arak automotive parts manufacturing), Journal of industrial and systems engineering, 2015 (ISC index)

54. R. Ghousi, Applying a decision support system for accident analysis by using data mining approach: A case study on one of the Iranian manufactures, Journal of industrial and systems engineering, 2015 (ISC index)

55. A Makui, R. Ghousi, E Jahani, MR Hamidi, MH Babaei, Total rapid assessment (TRA) a comprehensive method for rapid plant assessment, Applied mathematics in Engineering, Management and Technology, 2014

56. S Gh R Jalali Naieni, A Makui, R. Ghousi, An approach for accident forecasting using fuzzy logic rules: A case mining of lift truck accident forecasting in one of the Iranian car manufacturers, International Journal of Industrial Engineering, 2012

57. H. Mehravaran, S. Zabani, R. Ghousi, GHR. Nabi Bidhendi, H. Shiazi Keshavarzi, Noise pollution evaluation method for identification of the critical zones in Tehran, International Journal of Environmental  Research, 2011 (ISI index)

58. P. Nasiri, H. Mehravaran, R. Ghousi, Journal of Environmental Science Technology, 2007 (ISC index)

59. H. Mehravaran, R. Ghousi, Modeling and measurement of equivalent noise level in Tehran and an overall survey on noise barrier, Journal of Iranian Society of Civil Engineers, 2004 (ISC index)

Conference Papers

1. A. Sabripour, M. Yousefi Kia, R. Ghousi, Presenting a mathematical model for scheduling patient admissions, The 8th International  Conference on Logistics and Supply Chain, 2023

2. H. Ghanbari, AM. Lerni Foiec, R. Ghousi, E.Mohammadi, Investigating the effects of dollar, gold and oil prices on the stock market (case study: Tehran Stock Exchange), The 8th International  Conference on Industrial and System Engineering, 2022

3. H.Ghanbari, R. Ghousi, E.Mohammadi, Presenting a probabilistic approach for choosing the optimal investment portfolio using Monte Carlo simulation technique and Markowitz model. The 18th Iran International Industrial Engineering Conference(IIEC), 2021

4. Chegini, R. Ghousi, H. Sadeghi Naieni, Examining the effect of rest time, gender and individual characteristics on muscle fatigue and isometric strength with a laboratory experiment, 16th Iran  International Industrial Engineering Conference(IIEC),2019

5. D. Mirzadeh Vaghefi, R.Ghousi, Keyboard design with an innovative method (case study: patients with locked-in syndrome), The 12 th International Conference of Iranian Operation Research Society,2019

6. SG. Emami, R. Ghousi, A. Zareie Hanzaki, Investigating the level of lean implementation in the field of healthcare, Sixth National Conference on Management and Industrial Engineering Research,2018

7. P. Afshin Nia, R.Ghousi, B.Abdi, Presenting the model for green suppliers selection using Dimatel method, The 5th International Conference on Modern Finding in Sciences and Technology,2019

8. R. Ghousi, S. Jhaleh Forozan, R. Akbari, A multi-objective transportation model for logistics in the earthquake response phase, The 10 th International Conference of Iranian Operation Research Society, 2018

9. M. Ghodousi Mohammadi, R. Ghousi, M. Heidari, The justification of investment in the priority Loops of the silicon photovoltaic module value chain in Iran, 14th Iran International Industrial Engineering Conference(IIEC), 2018

10.R. Ghousi, S. Pour Azar Hagh, E. Khodai, H. Mohammadi, Diagnosing  of muscular- skeletal diseases in Imen Tak Pishro production company, The 14th Iran International Industrial Engineering Conference(IIEC), 2018

11.M. Abolghasemi, R. Ghousi, M.Zangi Abadi, S.Zabani, The role of data mining in analyzing of environmental pollutions as a decision support system, The 6th conference on air and noise pollution management, 2018

12.M. Abolghasemi, R. Ghousi, R. Yarian, K. Mahmoudi, Ranking of production saloons of Saipa Automotive Group based on noise pollution criteria using data mining approach, The 6th conference on air and noise pollution management, 2018

13.A. Kafashan, H. Moazeni, R. Ghousi, A. Makui, Ranking the level of quality of life based on air and noise pollution indicators in different areas of Tehran, 2018

14.K. Mohammadi Atashgah, R. Ghousi, M. Khanzadi, Safety risk management and related costs in building implementation phase, World Contemporary Civil Engineering, Architecture and Urban,2017

15.MA. Etebari Ghasbeh, M. abdollahi, M. Faraji, R. Ghousi, Investigating and assessing of risk in the stage of equipping the construction project workshop using the risk matrix method, The second national conference on sustainable development in energy, water and environmental engineering systems,2017

16.MA. Hamedi Rad, R. Vahdati, R. Ghousi, Investigating and risk assessing in the implementation of reinforced concrete skeleton projects, The second national conference on sustainable development in energy, water and environmental engineering systems, 2017

17.R. Ghousi, R. Yar Ahmadi, A. Toiserkani Nejhad, Assessing the risks of supplying gas to hard-to-reach villages through mother-daughter sites using the FMEA matrix, The second national conference on sustainable development in energy, water and environmental engineering systems, 2017

18.R. Ghousi, N. Khosro Abadi, N. Khosro Abadi, Presenting the hybrid model of data mining in the health Care engineering (a case study in one of the hospitals in Tehran), International Conference on Industrial Engineering and Sustainable Management,2017

19.M. Nadimi Ekbatani, M. Habiballahi, R. Ghousi, Evaluating and managing safety risks in one of the synthetic leather factories using failure mode analysis and its effects (FMEA) method, First National Conference on Crisis Management, Safety, Health, Environment and Sustainable Development,2017

20.R. Ghousi, M. Nadimi Ekbatani, Z. Akbari Ghara, A.Derakhti, Assessment of noise exposure  in a nylon manufacturing plant with presentation of control measures, First National Conference on Crisis Management, Safety, Health, Environment and Sustainable Development,2017

21.R. Ghousi, M. Hadadian, R. Laali, M. Mohammad Panah, Development and Improvement of rapid factory assessment tool (case study of home appliance factories), 10th Iran International Industrial Engineering Conference(IIEC), 2013

22.A. Jabar Zadeh, R. Zareian, R. Ghousi, Presenting an integrative production planning approach with the objectives of profit and production stability maximization: modeling and real application, 10th Iran International Industrial Engineering Conference(IIEC), 2013

23.R. Laali, R. Ghousi, A. Zand Agahi, F. Rezaie, Presenting the flow chart of the lean production process in the energy storage, 2nd National conference on Industrial Engineering and systems, 2012

24.A. Ebrahim Zadeh, R. Ghousi, M. Mahdavi Mazdeh, Providing a decision support system using data mining techniques in the after-sales service unit of an Iranian automobile company, 9th Iran International Industrial Engineering Conference(IIEC), 2012

25.A. Moieni, R. Ghousi, S .Anjomshoaa, M. Momeni, Discrete - event simulation of a pharmacy in Iran and optimization of the customer response system, 8gth Iran International Industrial Engineering Conference(IIEC), 2012

26.R. Ghousi, S. Mehrani, M. Momeni, S .Anjomshoaa, Application of data mining techniques in drug consumption forecasting to help pharmaceutical industry production planning, Proceedings of the 2012 international conference on industrial engineering and operations management, 2012

27. S Zabani, H Mehravaran, R Ghousi, Y Rashidi, Gh R Nabi Bidhendi, Categorization of hospitals in Tehran based on noise pollution level, The 2nd Conference & Exhibition on Environmental Engineering, Tehran University, Tehran, Iran, 2008  

Research Projects

• Presenting a model in order to discover the simultaneous prescription of drugs and interactions between them using data-mining algorithms (a case study of the cardiology department of Shahid Beheshti Hospital, Kashan), Iran   University of Science and Technology, 2023 
 

• Machine learning and Data-driven approach to predict the side effects and ineffectiveness of COVID-19 vaccine, Iran University of Science and Technology, 2023
 

• Providing a model for facility layout in manufacturing industries using job shop method and considering safety, Iran University of Science and Technology, 2023
 

• Predicting the breast cancer patients estimate their estate of quality of life and its relationship with their life expectancy, Iran University of Science and Technology, 2023
 

• Portfolio optimization with return prediction using deep learning and machine learning, Iran University of Science and Technology, 2023
 

• Predicting patients' need for a ventilator equipment in the Cardiac Surgery Intensive Care Unit (I.C.U) using machine learning techniques, Iran University of Science and Technology, 2023
 

• Analyzing the impact of quality of life on cancer by using machine learning algorithms, Iran University of Science and Technology, 2023
 

• Predicting the performance of medical students based on the analysis of educational data using data mining techniques (Case study: Tehran University of Medical Sciences), Iran University of Science and Technology, 2023
 

• Providing a model for predicting dynamic Pricing: Case Study in Iranian Airlines), Iran University of Science and Technology, 2023
 

• Evaluation of students' performance in practical workshop courses using data mining method), Iran University of Science and Technology, 2022
 

• Developing a mathematical formulation for organ allocation in the Liver transplant network, Iran University of Science and Technology, 2022
 

•  A hybrid model based on machine learning algorithms to predict need of ventilator for Intensive Care Unit (ICU) patients. ( A case study), Iran University of Science and Technology, 2022
 

• Portfolio Optimization By Considering Adverse Risk Measures Using Machine Learning Based Stock Price Prediction, Iran University of Science and Technology, 2022
 

• comparison of risk measures to select the optimal portfolio using simulation technique along with a case study (Tehran Stock Exchange), Iran University of Science and Technology, 2022
 

•  Designing a hybrid deep learning model for stock price prediction in Tehran stock exchange considering systematic risk and ratio analysis, Iran University of Science and Technology, 2022
 

• Providing an approach to predict Human error based on Multi Criteria Decision Making. Case study: Breast Cancer Research Institute, Iran University of Science and Technology, 2021
 

• Predicting obesity based on behavioral variables using data mining techniques, Iran University of Science and Technology, 2021
 

•  Providing an approach to predict the physiological age of people using obtained parameters in a laboratory environment (Case study: Students and employees of Iran University of Science and Technology) , Iran University of Science and Technology, 2021
 

• Disease prediction in breast cancer patients using data mining approach, Iran University of Science and Technology, 2021
 

•  Ergonomic optimization of manual Handling systems based on the localization of the revised Niosh Lifting equation, Iran University of Science and Technology, 2021
 

• Discovering medical patterns and presenting a system for predicting the probability of patient mortality in cardiac surgery ICU with a hybrid data mining approach, Iran University of Science and Technology, 2021
 

•  Providing a quantitative model for designing a sustainable and flexible Eco-industrial park, Iran University of Science and Technology, 2021
 

• Discovering potential patterns between the risk factors of heart disease and psychiatric disorders in Iranian children and adolescents using data mining techniques, Iran University of Science and Technology, 2021
 

•  Providing an integrated mathematical model for the purpose of planning Eco-industrial parks, Iran University of Science and Technology, 2021
 

•  Predicting Patient 's Admission Length of Stay in Hospital Using Natural Language Processing and Machine Learning, Iran University of Science and Technology, 2021

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