Guide to Industrial Analytics

Guide to Industrial Analytics

Solving Data Science Problems for Manufacturing and the Internet of Things

Hill, Richard; Berry, Stuart

Springer Nature Switzerland AG

09/2021

275

Dura

Inglês

9783030791032

15 a 20 dias

617

Descrição não disponível.
1. Introduction to Industrial Analytics.- 2. Measuring Performance.- 3. Modelling and Simulating Systems.- 4. Optimising Systems.- 5. Production Control and Scheduling.- 6. Simulating Demand Forecasts.- 7. Investigating Time Series Data.- 8. Determining the Minimum Information for Effective Control.- 9. Constructing Machine Learning Models for Prediction.- 10. Exploring Model Accuracy.
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Analytics;Simulation;Modeling;Optimization;Batch Manufacture;Industrial Internet of Things (IIoT);Internet of Things (IoT);Industry 4.0;Machine Learning (ML);Statistics;Manufacturing Systems;Production Control;Planning;Forecasting/Prediction;Scheduling;Manufacturing Resource Planning (MRP II);Capacity Planning