Service scheduling optimization for multiple tower cranes considering the interval time of the cross-tasks
Jing Yin1, Jiahao Li1, Yifan Fang1
1Department of Industrial Engineering, School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture, Beijing 100044, China.
Mathematical Biosciences and Engineering : MBE
|March 10, 2023
Summary
This study optimizes tower crane scheduling to minimize project delays and costs. The new model enhances safety and efficiency by maximizing crane task intervals, preventing collisions on large construction sites.
Area of Science:
- Construction Management
- Operations Research
- Optimization
Background:
- Construction projects face delays and cost overruns, particularly large-scale ones with multiple tower cranes.
- Tower crane scheduling is critical for progress, cost, equipment health, and safety, especially with overlapping operational areas.
Purpose of the Study:
- To develop a multi-objective optimization model for multiple tower crane service scheduling (MCSSP) in areas with overlaps.
- To maximize the interval time between cross-tasks and minimize the overall project completion time (makespan).
Main Methods:
- A multi-objective optimization model was formulated for the MCSSP.
- The Non-dominated Sorting Genetic Algorithm II (NSGA-II) was employed with specialized chromosome coding and coevolutionary strategies.
- Task allocation within overlapping areas and task prioritization were key components of the solving procedure.
Main Results:
- The model successfully minimized makespan and maximized cross-task interval time, ensuring collision-free crane operation.
- A case study on the Daxing International Airport demonstrated the Pareto front and the non-dominant relationship of solutions.
- The Pareto optimal solution showed superior performance over single-objective algorithms, balancing makespan and interval time.
Conclusions:
- The proposed model and algorithm effectively address the MCSSP, improving safety and operational efficiency.
- Significant improvements in cross-task intervals were achieved with minimal impact on makespan, preventing simultaneous crane entry into overlapping zones.
- This leads to safer, more stable, and efficient construction operations by reducing collisions and equipment wear.
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