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Image Search Results
Journal: Uncertain Supply Chain Management
Article Title: Robust simulation-optimization of dynamic-stochastic production/inventory control system under uncertainty using computational intelligence
doi: 10.5267/j.uscm.2020.9.002
Figure Lengend Snippet: Fig. 3. Block diagram representation of the stochastic PID controller in the P/I control system under uncertainty in demand and frustrating rate. This model aims to reduce lead time to zero. The PID gain parameters (𝑲𝒑, 𝑲𝒊, 𝑲𝒅) tuned robustly against source of variability (uncertainty).
Article Snippet: We uniformly produce random numbers for uncertain variables (demand and frustrating rates) and tune the model with
Techniques: Blocking Assay, Control
Journal: Scientific reports
Article Title: An approach for load frequency control enhancement in two-area hydro-wind power systems using LSTM + GA-PID controller with augmented lagrangian methods.
doi: 10.1038/s41598-025-85639-2
Figure Lengend Snippet: Fig. 12. Proposed LSTM + GA-PID controller response to real time (MATLAB Simulation) dynamic disturbances in (a) area-1 frequency (b) area-2 frequency.
Article Snippet: In the next section, the result and discussion analysis have been carried out statically using MATLAB programming and the gain has been set to GA-PID for onward calculation using
Techniques: