Modeling and Solving the Allocation Problem of Spatiotemporal Crowdsourced Logistics Tasks in Social Manufacturing

Aiming at the allocation problem of crowdsourced logistics tasks in social manufacturing, a bipartite graph is constructed from the location of crowdsourced workers, and the temporal and spatial attributes of the tasks to represent the crowdsourced task allocation model according to its characterist...

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Published in:IEEE transactions on computational social systems Vol. 11; no. 6; pp. 7967 - 7975
Main Authors: Liu, Dianting, Shang, Lei, Dai, Xuanjun, Zhang, Zuqiong
Format: Journal Article
Language:English
Published: Piscataway IEEE 01.12.2024
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:
Algorithms
Beluga whale optimization (BWO) algorithm
Costs
crowdsourced logistics
Crowdsourcing
Dynamic programming
Graph theory
Logistics
Manufacturing
Manufacturing processes
Manufacturing systems
Optimization
Production
Resource management
Smart manufacturing
Social factors
social manufacturing
Spatiotemporal phenomena
task allocation
Transportation
Whale optimization algorithms
ISSN:2329-924X, 2373-7476
Online Access:Get full text
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Abstract Aiming at the allocation problem of crowdsourced logistics tasks in social manufacturing, a bipartite graph is constructed from the location of crowdsourced workers, and the temporal and spatial attributes of the tasks to represent the crowdsourced task allocation model according to its characteristics of spatiotemporal discretization and subject to full allocation. Considering workers' acceptable distance, transportation cost, and tasks balance, a crowdsourced task allocation model with the overall maximum benefit to workers as the optimization objective is established. First, the dynamic allocation problem is converted to a stationary one using a dynamic programming algorithm to determine the acceptable distance of the workers under the optimal allocation quality, and then the improved beluga whale optimization (IBWO) algorithm is utilized to solve the problem. The Sobol sequence initialization method is used to improve the population diversity and initial solution quality, and the cyclone foraging strategy is used in the development phase to enhance the global search capability and convergence performance of the algorithm. Experiments were conducted on the dataset downloaded from the website ( http://dataju.cn ). The results show that the overall benefits of the workers improved by 150.12, 181.96, and 260.64, which validates the rationality of the model and the feasibility and practicality of the method.
AbstractList Aiming at the allocation problem of crowdsourced logistics tasks in social manufacturing, a bipartite graph is constructed from the location of crowdsourced workers, and the temporal and spatial attributes of the tasks to represent the crowdsourced task allocation model according to its characteristics of spatiotemporal discretization and subject to full allocation. Considering workers' acceptable distance, transportation cost, and tasks balance, a crowdsourced task allocation model with the overall maximum benefit to workers as the optimization objective is established. First, the dynamic allocation problem is converted to a stationary one using a dynamic programming algorithm to determine the acceptable distance of the workers under the optimal allocation quality, and then the improved beluga whale optimization (IBWO) algorithm is utilized to solve the problem. The Sobol sequence initialization method is used to improve the population diversity and initial solution quality, and the cyclone foraging strategy is used in the development phase to enhance the global search capability and convergence performance of the algorithm. Experiments were conducted on the dataset downloaded from the website ( http://dataju.cn ). The results show that the overall benefits of the workers improved by 150.12, 181.96, and 260.64, which validates the rationality of the model and the feasibility and practicality of the method.
Author Liu, Dianting
Zhang, Zuqiong
Shang, Lei
Dai, Xuanjun
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Cites_doi 10.1051/e3sconf/202125702082
10.1109/TCSS.2021.3051299
10.1109/TCSS.2022.3180201
10.1109/JAS.2017.7510832
10.4000/netcom.2294
10.1504/IJLSM.2012.049700
10.1145/2837185.2837242
10.1109/TITS.2016.2607458
10.1109/JAS.2017.7510742
10.1016/j.cor.2019.104806
10.1016/j.procs.2020.04.126
10.1109/TCSS.2019.2940155
10.1002/net.22045
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References Shuang (ref13) 2020; 3
Chen (ref19) 2022
ref24
ref12
Nie (ref22) 2020; 40
Liu (ref23) 2021
ref11
ref10
Zhang (ref21) 2020; 37
ref2
ref1
ref17
ref18
Howe (ref8) 2006; 14
Ran (ref20) 2021; 41
ref7
Liu (ref16) 2022
ref9
Feng (ref14) 2022; 40
ref4
ref3
ref6
Du (ref15) 2021; 42
Jiang (ref5) 2016; 19
References_xml – volume: 3
  start-page: 35
  issue: 5
  year: 2020
  ident: ref13
  article-title: Modeling and solving method of logistics collaborative distribution problem involving crowdsourcing mode under compensation incentive strategy
  publication-title: Academic J. Comput. Inf. Sci.
– volume: 41
  start-page: 794
  issue: 3
  year: 2021
  ident: ref20
  article-title: Task allocation strategy considering service quality of spatial crowdsourcing workers and its glowworm swarm optimization algorithm solution
  publication-title: J. Comput. Appl.
– ident: ref12
  doi: 10.1051/e3sconf/202125702082
– ident: ref24
  doi: 10.1109/TCSS.2021.3051299
– volume: 19
  start-page: 1
  issue: 1
  year: 2016
  ident: ref5
  article-title: Social manufacturing: Drivers, research status, and trends
  publication-title: Ind. Eng. J.
– year: 2022
  ident: ref19
  article-title: Research on online task assignment decision method in spatial crowdsourcing environment
– ident: ref2
  doi: 10.1109/TCSS.2022.3180201
– ident: ref4
  doi: 10.1109/JAS.2017.7510832
– year: 2021
  ident: ref23
  article-title: Research and application of task assignment method in spatial crowdsourcing
– volume: 40
  start-page: 1950
  issue: 7
  year: 2020
  ident: ref22
  article-title: Spatial crowdsourcing task allocation algorithm for global optimization
  publication-title: J. Comput. Appl.
– ident: ref6
  doi: 10.4000/netcom.2294
– ident: ref7
  doi: 10.1504/IJLSM.2012.049700
– ident: ref9
  doi: 10.1145/2837185.2837242
– volume: 37
  start-page: 2698
  issue: 9
  year: 2020
  ident: ref21
  article-title: Spatial crowdsourcing task improved particle allocation model based on swarm optimization
  publication-title: Appl. Res. Comput.
– ident: ref17
  doi: 10.1109/TITS.2016.2607458
– volume: 14
  start-page: 1
  issue: 5
  year: 2006
  ident: ref8
  article-title: The rise of crowdsourcing
  publication-title: Wired Mag.
– year: 2022
  ident: ref16
  article-title: Research on task allocation optimization methods and application for crowdsourcing logistics,” M.S. thesis
– volume: 42
  start-page: 1210
  issue: 8
  year: 2021
  ident: ref15
  article-title: Vehicle scheduling model and optimization of crowdsourcing logistics distribution
  publication-title: J. Northeastern Univ. (Natural Sci.)
– ident: ref1
  doi: 10.1109/JAS.2017.7510742
– ident: ref10
  doi: 10.1016/j.cor.2019.104806
– volume: 40
  start-page: 94
  issue: 5
  year: 2022
  ident: ref14
  article-title: Bi-objective optimization problem of integrated production and transportation scheduling with crowdsource deliveries
  publication-title: Syst. Eng.
– ident: ref18
  doi: 10.1016/j.procs.2020.04.126
– ident: ref3
  doi: 10.1109/TCSS.2019.2940155
– ident: ref11
  doi: 10.1002/net.22045
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SubjectTerms Algorithms
Beluga whale optimization (BWO) algorithm
Costs
crowdsourced logistics
Crowdsourcing
Dynamic programming
Graph theory
Logistics
Manufacturing
Manufacturing processes
Manufacturing systems
Optimization
Production
Resource management
Smart manufacturing
Social factors
social manufacturing
Spatiotemporal phenomena
task allocation
Transportation
Whale optimization algorithms
Title Modeling and Solving the Allocation Problem of Spatiotemporal Crowdsourced Logistics Tasks in Social Manufacturing
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