Table 7

Comparison of papers focused on identification stage (2023–2024)

SourceYearWhich SCRM stages are the area of focus?Which requirements are addressed?Methods
S1S2S3S4R1R2R3
Li and Donta (2023) 2023YesNoNoNoNoNoNoMachine learning
Gabellini et al. (2023) 2023YesNoNoNoYesNoNoMachine learning
Gabellini et al. (2023) 2023YesNoNoNoYesNoNoMachine learning
Xiao et al. (2023) 2023YesNoNoNoNoYesNoMachine learning
Yacoubi et al. (2023) 2023YesNoNoNoYesNoNoRule-based model
Zaoui et al. (2023) 2023YesNoNoYesNoYesYesMachine learning
Atek et al. (2023) 2023YesNoNoYesNoYesNoMachine learning
Zheng et al. (2023) 2023YesNoNoYesYesNoNoFederated learning
Li and Zhou (2024) 2024YesNoNoNoNoYesYesTime series
Yang et al. (2024) 2024YesNoNoNoYesYesYesGraph neural network
Aboutorab et al. (2024) 2024YesNoNoNoNoYesNoRL and NLP
Bassiouni et al. (2024) 2024YesNoNoNoYesNoNoDP and machine learning
Kong et al. (2024) 2024YesNoNoYesYesNoNoFederated learning and neural network

Source(s): Authors’ own creation

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