He Liangkun, Teng Shaohua, Zhang Wei. A Limited Parking Space Scheduling Algorithm with Reservation[J]. 2025, 42(6): 44-51.DOI: 10.12052/gdutxb.240126.
A Limited Parking Space Scheduling Algorithm with Reservation
The number of available parking spaces is sometimes fewer
sometimes more. Managers aim to rent out as many parking spaces as possible within a certain time to maximize revenue. However
there are two problems in parking spaces scheduling. Firstly
existing methods overlook the combination assignment of reservation users to obtain the optimal assignment scheme. Secondly
existing scheduling methods fail to optimize parking resources to maximize the potential revenue. To solve these problems
this paper proposes a parking space scheduling method based on combinatorial allocation. Firstly
within a 12-hour scheduling cycle
orders and parking spaces are viewed as agents and roles
respectively. Secondly
multiple orders are formed into a combined agent. The combined agent is viewed as assignment elements to prevent inefficient resource utilization caused by the scattered order assignments. Then
evaluation values of combined agents for roles are calculated
with higher parking fees leading to higher values. For combined agents with the same fees
fewer time intervals result in higher evaluation values. By this way
the number of interval time periods can be reduced while obtaining the current optimal benefit. Finally
the combined agents are assigned with the objective of obtaining the maximum qualification values. Simulation experiments verify that the proposed method can reduce the number of parking interval time periods and obtain the assignment scheme with the best profit.
关键词
Keywords
references
ZHANG X Y, PITERA K, WANG Y Q. Parking reservation techniques: a review of research topics, considerations, and optimization methods[J]. Journal of Traffic and Transportation Engineering, 2023, 10(6): 1099-1117.
ABDEEN M A R, NEMER I A, SHELTAMI T R. A balanced algorithm for in-city parking allocation: a case study of Al Madinah City[J]. Sensors, 2021, 21(9): 3148.
WANG Y, CHEN Q. Dynamic parking allocation model in a multidestination multiple parking lot system[J]. IEEE Intelligent Transportation Systems Magazine, 2022, 14(5): 195-208.
NAKAZATO T, FUJIMAKI Y, NAMERIKAWA T. Parking lot allocation using rematching and dynamic parking fee design[J]. IEEE Transactions on Control of Network Systems, 2022, 9(4): 1692-1703.
YANG G, CHEN J, LU K, et al . Improving utilization efficiency and drivers’ degree of satisfaction in urban complex parking lot through modelling the dynamic allocation of parking spaces[J ] . Applied Sciences, 2021, 11(18): 8680-8696.
ZHANG W, LI W D, TENG S H, et al . A new insight in medical resources scheduling of physical examination with adaptive collaboration[C ] //2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design (CSCWD) . Dalian: IEEE, 2021: 546-551.
HUANG B Y, ZHU H B, LIU D N, et al . Solving last-mile logistics problem in spatiotemporal crowdsourcing via role awareness with adaptive clustering[J ] . IEEE Transactions on Computational Social Systems, 2021, 8(3): 668-681.
JIANG Q, ZHU H B, QIAO Y, et al . Refugee resettlement by extending group multirole assignment[J ] . IEEE Transactions on Computational Social Systems, 2021, 10(1): 36-47.
CHENG Z X, ZHU H B, LIU D N. Solving the external auditor assignment problem via GMRACCF[C]//2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD) . Tianjin: IEEE, 2024: 1479-1484.
LIU X F, ZHU H B, LIU D N. Solving the energy supply strategic planning problem by extended group multirole assignment[C]//2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD) . Tianjin: IEEE, 2024: 1461-1466.
KE X T, ZHU H B, LIU D N. Group multirole assignment with cooperation, conflict, and public interest factors[J]. IEEE Transactions on Computational Social Systems, 2024, 11(5): 6112-6124.
REN J X, CHANG X. A shared parking allocation model based on customer satisfaction[J]. Mathematics in Practice and Theory, 2024, 54(9): 38-51.
KIM O T, TRAN N H, PHAM C, et al . Parking assignment: Minimizing parking expenses and balancing parking demand among multiple parking lots[J ] . IEEE Transactions on Automation Science and Engineering, 2019, 17(3): 1320-1331.
WANG Y Q, LIN S Y, XIE M H, et al . Dynamic reservation and allocation optimization model of shared parking slots in multiple parking lots[J ] . Journal of South China University of Technology(Natural Science Edition) , 2022, 50(9): 12-21.
JIANG Q, LIU D N, ZHU H B, et al . Quasi group role assignment with role awareness in self-service spatiotemporal crowdsourcing[J ] . IEEE Transactions on Computational Social Systems, 2022, 9(5): 1456-1468.
LIANG L, FU J D, ZHU H B, et al . Solving the team allocation problem in crowdsourcing via group multirole assignment[J ] . IEEE Transactions on Computational Social Systems, 2022, 10(3): 843-854.
MA H, LI J Z, ZHU H B, et al . Collaborative optimization of learning team formation based on multidimensional characteristics and constraints modeling: a team leader-centered approach via E-CARGO[J ] . IEEE Transactions on Computational Social Systems, 2022, 11(1): 184-196.
ZHU H B. Group role assignment with constraints (GRA+): a new category of assignment problems[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2022, 53(3): 1670-1683.
TENG S H, CHEN Y H, TENG L Y, et al . Solving injection molding production cost problem based on combined group role assignment with costs[C ] //International Conference on Web Information Systems Engineering. Singapore: Nature, 2023: 748-762.