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  2. Proportional–integral–derivative controller - Wikipedia

    en.wikipedia.org/wiki/Proportional–integral...

    The distinguishing feature of the PID controller is the ability to use the three control terms of proportional, integral and derivative influence on the controller output to apply accurate and optimal control. The block diagram on the right shows the principles of how these terms are generated and applied.

  3. Ziegler–Nichols method - Wikipedia

    en.wikipedia.org/wiki/Ziegler–Nichols_method

    The Ziegler–Nichols tuning method is a heuristic method of tuning a PID controller.It was developed by John G. Ziegler and Nathaniel B. Nichols.It is performed by setting the I (integral) and D (derivative) gains to zero.

  4. Smith predictor - Wikipedia

    en.wikipedia.org/wiki/Smith_predictor

    The Smith predictor (invented by O. J. M. Smith in 1957) is a type of predictive controller designed to control systems with a significant feedback time delay. The idea can be illustrated as follows. The idea can be illustrated as follows.

  5. Model predictive control - Wikipedia

    en.wikipedia.org/wiki/Model_predictive_control

    Nonlinear Model Predictive Control Toolbox for MATLAB and Python; Model Predictive Control Toolbox from MathWorks for design and simulation of model predictive controllers in MATLAB and Simulink; Pulse step model predictive controller - virtual simulator; Tutorial on MPC with Excel and MATLAB Examples; GEKKO: Model Predictive Control in Python

  6. Control theory - Wikipedia

    en.wikipedia.org/wiki/Control_theory

    Together with PID controllers, MPC systems are the most widely used control technique in process control. Robust control deals explicitly with uncertainty in its approach to controller design. Controllers designed using robust control methods tend to be able to cope with small differences between the true system and the nominal model used for ...

  7. Static synchronous compensator - Wikipedia

    en.wikipedia.org/wiki/Static_synchronous_compensator

    A full PID system can be used, but typically the derivative component is removed (or set very low) to prevent noise from the system or measurements from causing unwanted fluctuations. [ 28 ] A STATCOM may also have additional modes besides voltage regulation or VAR control, depending on specific needs of the system.

  8. Integral windup - Wikipedia

    en.wikipedia.org/wiki/Integral_windup

    Within modern distributed control systems and programmable logic controllers, it is much easier to prevent integral windup by either limiting the controller output, limiting the integral to produce feasible output, [5] or by using external reset feedback, which is a means of feeding back the selected output to the integral circuit of all ...

  9. Machine learning control - Wikipedia

    en.wikipedia.org/wiki/Machine_learning_control

    One example is the genetic algorithm for optimizing coefficients of a PID controller [2] or discrete-time optimal control. [3] Control design as regression problem of the first kind: MLC approximates a general nonlinear mapping from sensor signals to actuation commands, if the sensor signals and the optimal actuation command are known for every ...