Supervision and c-Means clustering of PID controllers for a solar power plant
نویسندگان
چکیده
A hierarchical control strategy consisting on a supervisory switching of PID controllers, simpli ed using the c-Means clustering technique, is developed and applied to the distributed collector eld of a solar power plant. The main characteristic of this solar plant is that the primary energy source, the solar radiation, can not be manipulated. It varies throughout the day, causing changes in plant dynamics conducting to distinct main several operating points. To guarantee good performances in all operating points, a local PID controller is tuned to each operating point and a supervisory strategy is proposed and applied to switch among these controllers accordingly to the actual measured conditions. The experiments were carried out within the project "Innovative Training Horizons in Applied Solar Thermal and Chemical Technologies" (C. N.:ERBFMGECT950023) supported by the European Union Program "Training and Mobility of Researchers" and promoted by CIEMAT-IER. The authors would like to express their gratitude to the personnel of the Plataforma Solar de Almeria, in particular Pedro Balsa. The authors also acknowledge suggestions by the reviewers that have helped considerably in the improving of this paper. This work was partially supported by the Portuguese Ministry of Science and Technology (MCT), under program PRAXIS XXI. Address correspondence to CISUC Centro de Inform atica e Sistemas da Universidade de Coimbra Departamento de Engenharia Inform atica P olo II UC 3030 COIMBRA PORTUGAL Phone: +351 39 790000 Fax: +351 39 701266 Email: fjh, alberto, [email protected]
منابع مشابه
Neural Network in Scheduling Linear Controllers With Application to a Solar Power Plant
This work presents a hybrid scheme combining the potentialities of neural networks for approximation purposes with the well-know theory and widespread industrial application of PID techniques. The neural network is trained based on measured data from the plant providing a way of scheduling between a set of PID controllers, a priori tuned in different operating points by means of Takahashi rules...
متن کاملA MATLAB / SIMULINK BASED FAULT ANALYSIS OF SMALL HYDROPOWER PLANT
ABSTRACTRenewable Energy Sources (RES) are well – defined as energy sources, that are in abundance within the natural surroundings and are much inexhaustible. In addition, hydroelectricity (HE) is a vital part of world renewable energy supply and hydropower remains a bulk source of electricity generation because of its environmental friendliness in nature. Modeling is the analysis of the ...
متن کاملCombination of Transformed-means Clustering and Neural Networks for Short-Term Solar Radiation Forecasting
In order to provide an efficient conversion and utilization of solar power, solar radiation datashould be measured continuously and accurately over the long-term period. However, the measurement ofsolar radiation is not available to all countries in the world due to some technical and fiscal limitations. Hence,several studies were proposed in the literature to find mathematical and physical mod...
متن کاملAn Online Q-learning Based Multi-Agent LFC for a Multi-Area Multi-Source Power System Including Distributed Energy Resources
This paper presents an online two-stage Q-learning based multi-agent (MA) controller for load frequency control (LFC) in an interconnected multi-area multi-source power system integrated with distributed energy resources (DERs). The proposed control strategy consists of two stages. The first stage is employed a PID controller which its parameters are designed using sine cosine optimization (SCO...
متن کاملDesign of Maximum Power Point Tracking in Solar Array Systems Using Fuzzy Controllers
In recent year's renewable energy sources have become a useful alternative for the power generation. The power of photovoltaic is nonlinear function of its voltage and current. It is necessary to maintain the operation point of photovoltaic in order to get the maximum power point (MPP) in various solar intensity. Fuzzy logic controller has advantage in handling non-linear system. Maximum power ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Int. J. Approx. Reasoning
دوره 22 شماره
صفحات -
تاریخ انتشار 1999