[图书][B] Machine learning for solar array monitoring, optimization, and control
The efficiency of solar energy farms requires detailed analytics and information on each
panel regarding voltage, current, temperature, and irradiance. Monitoring utility-scale solar …
panel regarding voltage, current, temperature, and irradiance. Monitoring utility-scale solar …
Topology reconfiguration for optimization of photovoltaic array output
H Braun, ST Buddha, V Krishnan… - … Energy, Grids and …, 2016 - Elsevier
As more utility scale photovoltaic (PV) power plants are installed, there is a need to improve
monitoring and management of PV arrays. A procedure is presented here for optimizing the …
monitoring and management of PV arrays. A procedure is presented here for optimizing the …
Integrating machine learning in embedded sensor systems for Internet-of-Things applications
Interpreting sensor data in Internet-of-Things applications is a challenging problem
particularly in embedded systems. We consider sensor data analytics where machine …
particularly in embedded systems. We consider sensor data analytics where machine …
An 18 kW solar array research facility for fault detection experiments
Monitoring utility-scale solar arrays was shown to minimize cost of maintenance and help
optimize the performance of the array under various conditions. In this paper, we describe …
optimize the performance of the array under various conditions. In this paper, we describe …
Shading prediction, fault detection, and consensus estimation for solar array control
This paper describes three methods used in the development of a utility-scale solar cyber-
physical system. The study describes remote fault detection using machine learning …
physical system. The study describes remote fault detection using machine learning …
A cyber-physical photovoltaic array monitoring and control system
A cyber physical system approach for a utility-scale photovoltaic (PV) array monitoring and
control is presented in this article. This system consists of sensors that capture voltage …
control is presented in this article. This system consists of sensors that capture voltage …
Photovoltaic array simulation and fault prediction via multilayer perceptron models
When collecting solar energy via photovoltaic (PV) panel arrays, one common issue is the
potential occurrence of faults. Faults arise from panel short-circuit, soiling, shading, ground …
potential occurrence of faults. Faults arise from panel short-circuit, soiling, shading, ground …
Systems and methods for skyline prediction for cyber-physical photovoltaic array control
US11132551B2 - Systems and methods for skyline prediction for cyber-physical
photovoltaic array control - Google Patents US11132551B2 - Systems and methods for …
photovoltaic array control - Google Patents US11132551B2 - Systems and methods for …
Embedded-based smart solar grid of 2× 2 monitoring system using smart sensors
In this research an embedded-based procedure for automatic fault detection and
supervision in 2× 2 PV array with possible fault allocation by using voltage and current …
supervision in 2× 2 PV array with possible fault allocation by using voltage and current …
Irradiance estimation for a smart PV array
Electrical mismatch between modules in a PV array due to partial shading causes energy
losses beyond the shaded module. This occurs because unshaded modules are forced to …
losses beyond the shaded module. This occurs because unshaded modules are forced to …