Essays about: "grey-box modelling"

Showing result 1 - 5 of 14 essays containing the words grey-box modelling.

  1. 1. System Identification of a Fixed-Wing UAV Using a Prediction Error Method

    University essay from Linköpings universitet/Reglerteknik

    Author : Trulsa Eriksson; [2023]
    Keywords : System identification; Fixed-wing UAV; Modelling; Parameter estimation;

    Abstract : Unmanned aerial vehicles (UAVs) is a rapidly expanding area of research due to their versatile usage, such as inspection of places inaccessible to humans and surveillance missions. This creates a demand for a reliable model that can accurately describe the dynamics of the system in order to improve the performance of the vehicle. READ MORE

  3. 2. Short-horizon Prediction of Indoor Temperature using Low-Order Thermal Networks : A case study of thermal models for heat-system control applications

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Jonas Cederberg; [2023]
    Keywords : Lumped Parameter Thermal Network; Resistance-Capacitance model; Parameter estimation; Modelling of Dynamical Systems; Thermal modelling; Temperature Prediction; Termiskt nätverk med klumpade parametrar; Mostånds-kapacitans modell; Parameterestimering; Modellering av dynamiska system; Termisk modellering; Temperaturprediktion.;

    Abstract : Optimizing and controlling the heating systems in buildings is one way to decrease their load on the power grid, as well as introduce load flexibility to be used in Demand Response (DR) applications. A requirement in occupied buildings is that the thermal comfort of the residents is guaranteed, making the optimization of heating systems a constrained problem with respect to indoor temperature. READ MORE

  4. 3. Modeling the Heat Flow Dynamics of a Houses Using Stochastic Differential Equations

    University essay from KTH/Skolan för industriell teknik och management (ITM)

    Author : Pablo Sabino Mayo Nardone; [2021]
    Keywords : Mathematical Model; thermal model; heat dynamics modelling; differential equations; space-state equation; grey-box modelling;

    Abstract : This research aims to explore new ways of assessing energy performance within housing units. The mainobjective of this work is to propose a heat dynamics model based on monitoring data, to contribute towardsan energy-efficient transition in the building sector. READ MORE

  5. 4. Development of grey-box models for simulating heating consumption in buildings : A study applying system identification methodology to a physics-based framework

    University essay from Uppsala universitet/Avdelningen för systemteknik

    Author : Zack Klockar; [2021]
    Keywords : System identification; heating; buildings; modelling; insulation; empirical modelling; ARX; OE; time-series; simulation; energy consumption; grey-box; black-box;

    Abstract : This study models the energy used for heating in buildings by applying system identification methodology. The model development is grounded in physics to provide guidance and interpretability when evaluated. Time-series of heating demand, outdoor temperature, indoor temperature and solar irradiation are considered for the modelling purpose. READ MORE

  6. 5. Modelling and Trajectory Planning for a Small-Scale Surface Ship

    University essay from Linköpings universitet/Reglerteknik

    Author : Gustav Zetterqvist; Fabian Steen; [2021]
    Keywords : Marine vessel; Ship; Modelling; Model estimation; Trajectory planning; Optimal control;

    Abstract : Autonomous ships are one way to increase safety at sea and to decrease environmental impact of marine traveling and shipping. For this application, a good representation of the environment and a physical model of the ship are vital components. READ MORE