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Review on model predictive control: An engineering perspective
Abstract Model-based predictive control (MPC) describes a set of advanced control
methods, which make use of a process model to predict the future behavior of the controlled …
methods, which make use of a process model to predict the future behavior of the controlled …
Digital twin paradigm: A systematic literature review
Manufacturing enterprises are facing the need to align themselves to the new information
technologies (IT) and respond to the new challenges of variable market demand. One of the …
technologies (IT) and respond to the new challenges of variable market demand. One of the …
Convex optimization for trajectory generation: A tutorial on generating dynamically feasible trajectories reliably and efficiently
Reliable and efficient trajectory generation methods are a fundamental need for
autonomous dynamical systems. The goal of this article is to provide a comprehensive …
autonomous dynamical systems. The goal of this article is to provide a comprehensive …
All you need to know about model predictive control for buildings
It has been proven that advanced building control, like model predictive control (MPC), can
notably reduce the energy use and mitigate greenhouse gas emissions. However, despite …
notably reduce the energy use and mitigate greenhouse gas emissions. However, despite …
Smart buildings features and key performance indicators: A review
Abstract The concept of Smart Buildings was introduced by the Energy Performance
Building Directive, with the aim to promote energy flexibility, renewable energy production …
Building Directive, with the aim to promote energy flexibility, renewable energy production …
Solar radiation prediction using recurrent neural network and artificial neural network: A case study with comparisons
With the rapid advancement of the high-performance computing technology and the
increasing availability of the mass-storage memory device, the application of the data-driven …
increasing availability of the mass-storage memory device, the application of the data-driven …
Model predictive control (MPC) for enhancing building and HVAC system energy efficiency: Problem formulation, applications and opportunities
In the last few years, the application of Model Predictive Control (MPC) for energy
management in buildings has received significant attention from the research community …
management in buildings has received significant attention from the research community …
An introduction to trajectory optimization: How to do your own direct collocation
M Kelly - SIAM review, 2017 - SIAM
This paper is an introductory tutorial for numerical trajectory optimization with a focus on
direct collocation methods. These methods are relatively simple to understand and …
direct collocation methods. These methods are relatively simple to understand and …
DeepComfort: Energy-efficient thermal comfort control in buildings via reinforcement learning
Heating, ventilation, and air conditioning (HVAC) are extremely energy consuming,
accounting for 40% of total building energy consumption. It is crucial to design some energy …
accounting for 40% of total building energy consumption. It is crucial to design some energy …
Deep reinforcement learning for building HVAC control
Buildings account for nearly 40% of the total energy consumption in the United States, about
half of which is used by the HVAC (heating, ventilation, and air conditioning) system …
half of which is used by the HVAC (heating, ventilation, and air conditioning) system …