Table 2 Functionalities enhanced by ML algorithms and ERP integration
Functionality | Methodology | ML algorithm |
|---|---|---|
Demand forecasting [39] | Time-series analysis, deep learning models | LSTM |
Predictive maintenance [30] | Sensor data analysis, predictive modeling | Random forest, LSTM, decision trees |
Supply chain optimization [40] | Predictive analytics, optimization models | Genetic algorithms, Linear programming |
Inventory management [41] | Demand forecasting | Reinforcement learning |
Customer segmentation in CRM [2] | Clustering techniques, Customer behavior analysis | K-Means, Neural networks |
Fraud detection [5] | Anomaly detection, pattern recognition | Isolation forest, Auto-encoders, One-class SVM |
Production process optimization [17] | Reinforcement learning, Process simulation | Simulation models |