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model predictive control  (MathWorks Inc)


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    MathWorks Inc model predictive control
    Model Predictive Control, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 95/100, based on 362 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/model+predictive+controller/Model+Predictive+Control+Toolbox/pm41826393-1171-25-37
    Average 95 stars, based on 362 article reviews
    model predictive control - by Bioz Stars, 2026-10
    95/100 stars

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    other:

    Article Title: Stabilization of power output and platform motion of a floating offshore wind turbine-generator system using model predictive control based on previewed disturbances
    Article Snippet: Model predictive control of a floating offshore wind turbine-generator system, in which wave height as well as inflow wind speed is regarded as the previewed disturbances, is developed to stabilize power output and platform motion and reduce dynamic loads at mechanical and supporting components at high wind speeds.. First, the internal model to predict dynamic control behaviors to previewed disturbances is identified from an aero-elastic-hydro-control coupled simulation result, in which pseudorandom binary sequence signals are added to the manipulated variables calculated in a gain-scheduling feedback controller of the generator speed to satisfy a persistently exciting condition.. Second, an aeroelastic-hydro-control coupled simulation using the developed model predictive control is performed for a 5-MW floating offshore wind turbine-generator system.

    Article Title: Model predictive control with dead-time compensation applied to a gas compression system
    Article Snippet: The natural gas produced in primary separation is passed through a compression system to be pressurized and conditioned before being sent to its final destination.. The operation of that system needs to be safe and efficient to avoid equipment damage and reduce energy consumption.. The stable and secure operation of the equipment in a compression system is provided, many times, by a classical regulatory control layer.

    Article Title: Process and system for propagating cell cultures while preventing lactate accumulation
    Article Snippet: A model predictive controller (MPC) employing the time-varying ARX model was built in Matlab, with fmincon of the Matlab optimization toolbox (R2016b) used to minimize the cost function.

    Article Title: Model predictive position control of permanent magnet synchronous motor servo system with sliding mode observer
    Article Snippet: Correspondence Xudong Liu, School of Automation, Qingdao University, Qingdao 266071, China.. Email: xudong19871982@163.com Abstract In order to improve the control accuracy and robustness of permanent magnet synchronous motor (PMSM) servo system, a new non-cascade predictive control strategy is proposed to replace the traditional three-closed-loop servo control in this paper.. The design process is as follows.

    Article Title: Cooling peak load reduction potential of ventilated slabs: a numerical study
    Article Snippet: Thermally activated building systems provide an effective method to combine thermal inertia and HVAC systems, and can be used to promote comfortable indoor conditions in summer.. Ventilated slabs (VS) use supply air flow directly for heating or cooling, without the need for separate auxiliary systems.. This paper proposes a detailed model of an office building equipped with VS under three different climatic conditions during one month in the summer.

    Distillation:

    Article Title: Identification, Analysis and Implementation of Model Predictive Controller (MPC) for Binary Distillation Column
    Article Snippet: Distillation column is one of the important equipment in petroleum refining; it is used to separate two or more components from a homogenous fluid mixture.. The aim of the present work is to identify the model of real binary distillation column installed in SKIKDA Refinery, to design a suitable controller using model predictive control (MPC) concepts.. The distillation column has 36 trays with feed entering on the 27th tray it is used to separate Naphta B from Naphta C. The distillation column model was developed through an experimental identification using MATLAB Toolbox.

    Suspension:

    Article Title: Research on Tractor Active Seat Suspension Based on Model Predictive Control
    Article Snippet: .. 4.4 System simulation implementation and application result analysis After defining the system model, defining the input and output of MPC and setting the parameters of model predictive controller, according to the established mathematical model of active seat suspension and the designed MPC controller, the simulation model of the system is established and analyzed in MATLAB / Simulink. ..



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    MathWorks Inc model predictive control toolkit
    Open-top light-sheet microscope with electrically tunable lens (ETL) remote focusing under model <t>predictive</t> control. (a) Scan methods for volumetric light-sheet imaging. (i) In the simplest case, a sample is scanned through a static sheet. (ii) An actuated objective lens can follow a scanning light-sheet, which is faster than (i) but inertia limited and can cause problems with water immersion. (iii) Remote focusing optically shifts the focal plane using an active element like an ETL (b). This setup has less inertia and no moving parts at the sample. (c) Long-working distance open-top imaging is achieved using an asymmetric pair of objective lenses coupled with a water immersion fitting. This enables unobstructed imaging across a water-matched barrier such as FEP (above). (d) Maximum intensity projections along the Z (top) and Y (bottom) axes of a worm expressing a pan-neuronal nuclear-localized fluorescent protein positioned in a microfluidic channel as shown in (c). Scale bar 20 µ m. (e) Fast actuation of an ETL induces high frequency oscillation which slows response time. Performance is improved by using model predictive control to optimize drive signals. The controller iteratively optimizes the input signal to the ETL by minimizing simulated output error while obeying system constraints.
    Model Predictive Control Toolkit, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 95/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/model+predictive+controller/Model+Predictive+Control+Toolbox/bio_rxiv__2025__07__23__666439-99-15-14
    Average 95 stars, based on 1 article reviews
    model predictive control toolkit - by Bioz Stars, 2026-10
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    Image Search Results


    Open-top light-sheet microscope with electrically tunable lens (ETL) remote focusing under model predictive control. (a) Scan methods for volumetric light-sheet imaging. (i) In the simplest case, a sample is scanned through a static sheet. (ii) An actuated objective lens can follow a scanning light-sheet, which is faster than (i) but inertia limited and can cause problems with water immersion. (iii) Remote focusing optically shifts the focal plane using an active element like an ETL (b). This setup has less inertia and no moving parts at the sample. (c) Long-working distance open-top imaging is achieved using an asymmetric pair of objective lenses coupled with a water immersion fitting. This enables unobstructed imaging across a water-matched barrier such as FEP (above). (d) Maximum intensity projections along the Z (top) and Y (bottom) axes of a worm expressing a pan-neuronal nuclear-localized fluorescent protein positioned in a microfluidic channel as shown in (c). Scale bar 20 µ m. (e) Fast actuation of an ETL induces high frequency oscillation which slows response time. Performance is improved by using model predictive control to optimize drive signals. The controller iteratively optimizes the input signal to the ETL by minimizing simulated output error while obeying system constraints.

    Journal: bioRxiv

    Article Title: High speed functional imaging with a microfluidics-compatible open-top light-sheet microscope enabled by model predictive control of a tunable lens

    doi: 10.1101/2025.07.23.666439

    Figure Lengend Snippet: Open-top light-sheet microscope with electrically tunable lens (ETL) remote focusing under model predictive control. (a) Scan methods for volumetric light-sheet imaging. (i) In the simplest case, a sample is scanned through a static sheet. (ii) An actuated objective lens can follow a scanning light-sheet, which is faster than (i) but inertia limited and can cause problems with water immersion. (iii) Remote focusing optically shifts the focal plane using an active element like an ETL (b). This setup has less inertia and no moving parts at the sample. (c) Long-working distance open-top imaging is achieved using an asymmetric pair of objective lenses coupled with a water immersion fitting. This enables unobstructed imaging across a water-matched barrier such as FEP (above). (d) Maximum intensity projections along the Z (top) and Y (bottom) axes of a worm expressing a pan-neuronal nuclear-localized fluorescent protein positioned in a microfluidic channel as shown in (c). Scale bar 20 µ m. (e) Fast actuation of an ETL induces high frequency oscillation which slows response time. Performance is improved by using model predictive control to optimize drive signals. The controller iteratively optimizes the input signal to the ETL by minimizing simulated output error while obeying system constraints.

    Article Snippet: Finally, we used the generated model to construct a model predictive controller using the MATLAB Model Predictive Control toolkit.

    Techniques: Microscopy, Control, Imaging, Expressing