Comparison of papers focused on identification stage (2023–2024)
| Source | Year | Which SCRM stages are the area of focus? | Which requirements are addressed? | Methods | |||||
|---|---|---|---|---|---|---|---|---|---|
| S1 | S2 | S3 | S4 | R1 | R2 | R3 | |||
| Li and Donta (2023) | 2023 | Yes | No | No | No | No | No | No | Machine learning |
| Gabellini et al. (2023) | 2023 | Yes | No | No | No | Yes | No | No | Machine learning |
| Gabellini et al. (2023) | 2023 | Yes | No | No | No | Yes | No | No | Machine learning |
| Xiao et al. (2023) | 2023 | Yes | No | No | No | No | Yes | No | Machine learning |
| Yacoubi et al. (2023) | 2023 | Yes | No | No | No | Yes | No | No | Rule-based model |
| Zaoui et al. (2023) | 2023 | Yes | No | No | Yes | No | Yes | Yes | Machine learning |
| Atek et al. (2023) | 2023 | Yes | No | No | Yes | No | Yes | No | Machine learning |
| Zheng et al. (2023) | 2023 | Yes | No | No | Yes | Yes | No | No | Federated learning |
| Li and Zhou (2024) | 2024 | Yes | No | No | No | No | Yes | Yes | Time series |
| Yang et al. (2024) | 2024 | Yes | No | No | No | Yes | Yes | Yes | Graph neural network |
| Aboutorab et al. (2024) | 2024 | Yes | No | No | No | No | Yes | No | RL and NLP |
| Bassiouni et al. (2024) | 2024 | Yes | No | No | No | Yes | No | No | DP and machine learning |
| Kong et al. (2024) | 2024 | Yes | No | No | Yes | Yes | No | No | Federated learning and neural network |
| Source | Year | Which SCRM stages are the area of focus? | Which requirements are addressed? | Methods | |||||
|---|---|---|---|---|---|---|---|---|---|
| S1 | S2 | S3 | S4 | R1 | R2 | R3 | |||
| 2023 | Yes | No | No | No | No | No | No | Machine learning | |
| 2023 | Yes | No | No | No | Yes | No | No | Machine learning | |
| 2023 | Yes | No | No | No | Yes | No | No | Machine learning | |
| 2023 | Yes | No | No | No | No | Yes | No | Machine learning | |
| 2023 | Yes | No | No | No | Yes | No | No | Rule-based model | |
| 2023 | Yes | No | No | Yes | No | Yes | Yes | Machine learning | |
| 2023 | Yes | No | No | Yes | No | Yes | No | Machine learning | |
| 2023 | Yes | No | No | Yes | Yes | No | No | Federated learning | |
| 2024 | Yes | No | No | No | No | Yes | Yes | Time series | |
| 2024 | Yes | No | No | No | Yes | Yes | Yes | Graph neural network | |
| 2024 | Yes | No | No | No | No | Yes | No | RL and NLP | |
| 2024 | Yes | No | No | No | Yes | No | No | DP and machine learning | |
| 2024 | Yes | No | No | Yes | Yes | No | No | Federated learning and neural network | |
Source(s): Authors’ own creation