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The optimization is only based on the control performance (cost function) as measured in the plant. Genetic programming is a powerful regression technique for this purpose. [5] Reinforcement learning control: The control law may be continually updated over measured performance changes (rewards) using reinforcement learning. [6]
Model predictive control (MPC) is an advanced method of process control that is used to control a process while satisfying a set of constraints. It has been in use in the process industries in chemical plants and oil refineries since the 1980s.
Machine learning (ML) is a subfield of artificial intelligence within computer science that evolved from the study of pattern recognition and computational learning theory. [1] In 1959, Arthur Samuel defined machine learning as a "field of study that gives computers the ability to learn without being explicitly programmed". [ 2 ]
Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of statistical algorithms that can learn from data and generalize to unseen data, and thus perform tasks without explicit instructions. [1]
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ML.NET: Microsoft 2018 MIT license: Yes Windows, Linux, macOS C#, C++ C#, F# Yes Apache MXNet: Apache Software Foundation 2015 Apache 2.0: Yes