Hardware-In-the-Loop Simulations of a GPC-Based Controller in Different Types of Buildings Using Node-RED

Bismor, Dariusz; Jabłoński, Karol; Grychowski, Tomasz; Nas, Sławomir

doi:10.1007/978-3-030-50936-1_85

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2020

2023

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“…Fortunately, that is not true. Number of applications and hundreds of papers proved great value of predictive control concept mainly due to robustness [13], simplicity of implementation and other advantages [14]. However, in the context of complex nonlinear dynamics, where different approaches fail, MBPC needs solving on-line i.e.…”

Section: Introductionmentioning

confidence: 99%

Archives of Control Sciences

Ogonowski,

Bismor,

Ogonowski

2020

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Control of complex dynamic nonlinear loading process for electromagnetic mill SZYMON OGONOWSKI, DARIUSZ BISMOR and ZBIGNIEW OGONOWSKI Electromagnetic mill installation for dry grinding represents a complex dynamical system that requires specially designed control system. The paper presents model-based predictive control which locates closed loop poles in arbitrary places. The controller performs as gain scheduling prototype where nonlinear model -artificial recurrent neural network, is parameterized with additional measurements and serves as a basis for local linear approximation. Application of such a concept to control electromagnetic mill load allows for stable performance of the installation and assures fulfilment of the product quality as well as the optimization of the energy consumption.

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Section: Introductionmentioning

confidence: 99%