Psychosocial Risk Assessment by Fine Kinney and ANFIS Method: A Case Study in a Metal Processing Plant

Baç N., EKMEKÇİ İ.

AHFE Virtual Conferences on Safety Management and Human Error, Reliability, Resilience, and Performance, 2020, California, Amerika Birleşik Devletleri, 16 - 20 Temmuz 2020, cilt.1204 AISC, ss.84-90 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası: 1204 AISC
  • Doi Numarası: 10.1007/978-3-030-50946-0_12
  • Basıldığı Şehir: California
  • Basıldığı Ülke: Amerika Birleşik Devletleri
  • Sayfa Sayıları: ss.84-90
  • Anahtar Kelimeler: ANFIS, COPSOQII questionnaire, Fine kinney analysis, Psychosocial risks
  • İstanbul Ticaret Üniversitesi Adresli: Evet

Özet

Occupational health and safety practices continue to improve, but accidents and occupational health issues continue to cause problems for management and employees. Although psychosocial risks and hazards have substantial adverse effects, they are often overlooked in most risk assessment practices. The objective of this work is to assess the employee psychosocial risks by a case study using the COPSOQII questionnaire at a metal processing plant. Inputs from COPSOQII questionnaire were used to assess psychosocial hazards in Fine Kinney analysis. The Fine-Kinney method contains fuzzy decisions. This uncertainty is resolved by using the ANFIS (Adaptive Neuro-Fuzzy Inference System) module. Results of the ANFIS model indicate that when actual risks and those predicted by the model are compared, the model could predict the risk scores with high accuracy.