Efficient generation of rotating workforce schedules
نویسندگان
چکیده
Generating high-quality schedules for a rotating workforce is a critical task in all settings where a certain staffing level must be guaranteed beyond the capacity of single employees, such as for instance in industrial plants, hospitals, or airline companies. Results from ergonomics [2] indicate that rotating workforce schedules have a profound impact on the health and social life of employees as well as on their performance at work. Moreover, rotating workforce schedules must satisfy legal requirements and should also meet the objectives of the employing organization. We describe our solution to this problem. A basic design decision was to aim at quickly obtaining high-quality schedules for realistically sized problems while maintaining human control. The interaction between the decision maker and the algorithm therefore consists in four steps: (1) choosing a set of lengths of work blocks (a work block is a sequence of consecutive days of work shifts), (2) choosing a particular sequence of work and days-off blocks among those that have optimal weekend characteristics, (3) enumerating possible shift sequences for the chosen work blocks subject to shift change constraints and bounds on sequences of shifts, and (4) assignment of shift sequences to work blocks while fulfilling the staffing requirements. The combination of constraint satisfaction and problem-oriented intelligent backtracking algorithms in each of the four steps allows to find good solutions for real-world problems in acceptable time. Computational results from real-world problems and from benchmark examples found in the literature confirm the viability of our approach. The algorithms are now part of a commercial shift scheduling software package. 1Technische Universität Wien and Ximes Corp. mailto: [email protected] 2Ximes Corp. and Technische Universität Wien. mailto: [email protected] 3Technische Universität Wien. mailto: [email protected] Acknowledgements: This work was supported by FFF project No. 801160/5979 and the Austrian Science Fund Project No. Z29-INF. Copyright c 2001 by the authors TECHNICAL REPORT DBAI-TR-2000-35 2
منابع مشابه
Combination of Local Search Strategies for Rotating Workforce Scheduling Problem
Rotating workforce scheduling is a typical constraint satisfaction problem which appears in a broad range of work places (e.g. industrial plants). Solving this problem is of a high practical relevance. In this paper we propose the combination of tabu search with random walk and min conflicts strategy to solve this problem. Computational results for benchmark examples in literature and other rea...
متن کاملMin Conflicts Based Heuristics for Rotating Workforce Scheduling Problem
Workforce scheduling problems are typical constraint satisfaction problems in which different constraints must be fulfilled, like needed workforce per day, forbidden sequences of shifts, length of work and days-off blocks etc. There are two main variants of workforce schedules: rotating (or cyclic) workforce schedules and non-cyclic workforce schedules. In a rotating workforce schedule all empl...
متن کاملImproving Workforce Scheduling of Aircraft Line Maintenance at Sabena Technics
This paper presents our application of a visualization tool and optimization model based on mixed-integer linear programming to solve a workforce staffing and scheduling problem at Sabena Technics, a major aircraft maintenance company in Belgium. We used the software to generate many alternative, cost-efficient schedules and to analyze multiple scenarios. In several management meetings, stakeho...
متن کاملEntropy generation due to unsteady hydromagnetic Couette flow and heat transfer with asymmetric convective cooling in a rotating system
Entropy generation in an unsteady hydromagnetic Couette flow of a viscous incompressible electrically conducting fluid between two infinite horizontal parallel plates in a rotating system have been analyzed. Both the lower and upper plates of the channel are subjected to asymmetric convective heat exchange with the ambient following the Newton's law of cooling. A numerical solution for governin...
متن کاملDiscovering Assignment Rules in Workforce Schedules Using Data Mining
Discovering hidden patterns in large sets of workforce schedules to gain insight into the potential knowledge in workforce schedules are crucial to better understanding the workforce dispatching decision making process, thereby improve workforce allocation and optimization. In this paper, a conceptual framework of the scheduling pattern discovery system is proposed. Association rule extraction ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Discrete Applied Mathematics
دوره 118 شماره
صفحات -
تاریخ انتشار 2002