[HTML][HTML] Model predictive control based on deep learning for solar parabolic-trough plants

S Ruiz-Moreno, JRD Frejo, EF Camacho - Renewable Energy, 2021 - Elsevier
In solar parabolic-trough plants, the use of Model Predictive Control (MPC) increases the
output thermal power. However, MPC has the disadvantage of a high computational …

[HTML][HTML] A cascade neural network methodology for fault detection and diagnosis in solar thermal plants

S Ruiz-Moreno, AJ Gallego, AJ Sanchez… - Renewable Energy, 2023 - Elsevier
Detecting and isolating faults in collector fields of solar thermal power plants is a crucial and
challenging task. The system variables in the collector area are highly coupled, which can …

Model predictive control in solar trough plants: A review

EF Camacho, AJ Gallego - IFAC-PapersOnLine, 2015 - Elsevier
The importance of the use of renewable energy sources has experienced a great impulse
since the beginning of the 80s. In particular, solar energy is the most abundant source of …

Optimal operation in solar trough plants: A case study

EF Camacho, AJ Gallego - Solar Energy, 2013 - Elsevier
One of the most important challenges in the use of solar energy is to make it economical.
This can be done by reducing investment and operating costs and by increasing solar plants …

Adaptative state-space model predictive control of a parabolic-trough field

AJ Gallego, EF Camacho - Control Engineering Practice, 2012 - Elsevier
Model Predictive control algorithms for trough solar plants make use of solar radiation
measurements and the overall efficiency knowledge which are very useful in order to reject …

A practical NMPC with robustness of stability applied to distributed solar power plants

GA Andrade, DJ Pagano, JD Alvarez, M Berenguel - Solar Energy, 2013 - Elsevier
This paper presents the application of a Nonlinear Model Predictive Controller (NMPC) to a
distributed solar collector field. The control technique is basically similar to Dynamic Matrix …

Adaptive UKF-based model predictive control of a Fresnel collector field

AJ Gallego, AJ Sánchez, M Berenguel… - Journal of Process …, 2020 - Elsevier
One of the ways to improve the efficiency of solar energy plants is by using advanced control
and optimization algorithms. In particular, model predictive control strategies have been …

Observer-based model predictive control of a parabolic-trough field

AJ Gallego, F Fele, EF Camacho, L Yebra - Solar Energy, 2013 - Elsevier
In this paper we propose an observer-based Model Predictive Control strategy for solar
trough plants. The controller has been tested at the parabolic-trough field ACUREX at the …

Control of thermal solar energy plants

EF Camacho, M Berenguel, AJ Gallego - Journal of process control, 2014 - Elsevier
This work deals with the main control problems found in solar power systems and the
solutions proposed in literature. The paper first describes the main solar power …

Spatial irradiance estimation in a thermosolar power plant by a mobile robot sensor network

JG Martin, JM Maestre, EF Camacho - Solar Energy, 2021 - Elsevier
An algorithm for mapping Direct Normal Irradiance (DNI) in thermosolar power plants using
a Mobile Robotic Sensor Network (RSN) is presented. The algorithm selects measurement …