Litcius/Paper detail

Co-Design of 2-D Event Generator and Sliding Mode Controller for 2-D Roesser Model via Genetic Algorithm

Jun Song, Yugang Niu

2020IEEE Transactions on Cybernetics77 citationsDOI

Abstract

The co-design problem of 2-D event generators and sliding mode controller (SMC) is studied in this article for the discrete-time 2-D Roesser model to reduce the communication usage between the plant and the controller. First, by resorting to the 2-D reaching law conditions, the event-based 2-D SMC schemes are proposed and a kind of horizonal/vertical independent event generator is designed. Then, the stability of the sliding-mode dynamics is analyzed and a nonlinear matrix inequality condition associated with the horizontal/vertical sliding matrices is obtained. In order to solve the derived nonlinear matrix inequality condition without introducing conservatism, a binary genetic algorithm (GA) is applied by considering a multiobjective optimization problem, which reflects the tradeoff between the convergence of the sliding-mode dynamics and the scheduling performance of the designed horizontal/vertical event generators. Finally, a simulation example is exploited to demonstrate the effectiveness of the proposed co-design approach with GA.

Topics & Concepts

Control theory (sociology)Controller (irrigation)Sliding mode controlNonlinear systemMode (computer interface)Event generatorConvergence (economics)Generator (circuit theory)Computer scienceMathematicsMathematical optimizationControl (management)Power (physics)PhysicsEconomic growthAgronomyOperating systemBiologyEconomicsQuantum mechanicsMonte Carlo methodStatisticsArtificial intelligenceStability and Control of Uncertain SystemsNeural Networks Stability and SynchronizationAdvanced Memory and Neural Computing