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Workforce scheduling: Assignment of Operators to workstations and time slots Maximizing the Total Competency Matching Score (TCMS) Considering: Ergonomics-Aware Task Allocation and Scheduling in Manufacturing Peyman Yasari, El-Houssaine Aghezzaf, Dieter Claeys DRC-FJSP MILP model: Min 𝐶𝑚𝑎𝑥 Considering: ✓Ergonomic loads ✓Classical scheduling constraints KIM method: •Comprehensive •Commonly used •Provides composite load score for several tasks Ergonomic Assessment Ergo-aware Ergo-NOTaware peyman.y[email protected] Industrial Systems Engineering and Product Design ISyE@UGent Ergo-aware Ergo-NOTaware Operators 6:00 - 7:50 8:00 - 9:50 10:00 - 11:50 12:30 - 14:20 14:30 - 16:20 1WS 5 WS 4 2WS 1 WS 4 WS 4 WS 4 3WS 1 WS 3 WS 3 WS 5 4WS 1 WS 1 5WS 2 WS 2 WS 1 6WS 3 WS 3 WS 3 WS 3 7WS 1 WS 1 WS 3 WS 3 8WS 2 WS 1 WS 4 9WS 5 WS 5 WS 5 WS 5 10 WS 1 WS 1 WS 1 11 WS 4 WS 4 WS 1 WS 1 TCMS = 35,5 Operators 6:00 - 7:50 8:00 - 9:50 10:00 - 11:50 12:30 - 14:20 14:30 - 16:20 1WS 5 WS 5 WS 5 WS 5 2WS 1 WS 1 WS 1 WS 1 3WS 4 WS 1 WS 1 WS 1 4WS 1 WS 1 5WS 4 WS 4 WS 4 WS 4 6WS 3 WS 5 WS 3 7WS 3 WS 3 WS 1 8WS 5 WS 4 9WS 3 WS 2 WS 3 WS 3 10 WS 4 WS 1 WS 1 11 WS 1 WS 3 WS 2 WS 2 TCMS = 37 Read More! Contact Industry 5.0 Cognitive well-being Occupational well-being Social well-being, etc. Physical well-being Musculoskeletal disorder 3 out of 5 workers in the EU Well-being Incorporating human factors into operator-task allocation and scheduling Workload (Tasks) Workload (Tasks) Hard Hard Hard Hard Easy Moderate 1 2 3 4 5 6 7 8 9 10 11 Operator Ergonomic load score 1 2 3 4 5 6 7 8 9 10 11 Operator Ergonomic load score FEARS 2025 Required number of operators Operators’ availability Competency scores Ergonomics 0% 10% 20% 30% 40% 50% 60% 70% Permanent work incapacities Absences longer than 3 days Absences longer than two weeks All the costs related to health issues Impact of WRMSDs Scenario Ergo - NOTaware Standard ergo-aware Individual ergo-aware (1) Individual ergo-aware (2) TCMS 37 35,5 34,5 34,5 Threshold None (48) 48 for all Operator-specific Operator-specific Overloaded 3 0 0 0 WS P1 P2 P2 P2 P3 12 3 3 2 3 20 2 1 0 0 30 2 2 2 2 41 1 1 2 2 50 1 3 1 1 Operators WS 1 WS 2 WS 3 WS 4 WS 5 11 0,5 1 21 1 1 1 31 1 1 1 1 41 1 0,5 50,5 1 1 0,5 60,5 1 1 1 71 1 1 1 1 80,5 1 0,5 1 1 91 1 0,5 1 10 1 1 1 1 11 1 1 1 1 1 12 1 1 1 1 1 Operators 6:00 -7:50 8:00 - 9:50 10:00 - 11:50 12:30 - 14:20 14:30 - 16:20 1 2 3 4 5 6 7 8 9 10 11 12 WS Intensity 17 23 35 46,5 57 0 10 20 30 40 50 60 1 2 3 4 5 6 7 Ergonomic load score Operator 0 10 20 30 40 50 60 70 1 2 3 4 5 6 7 Ergonomic load score Operator