Modeling of dimmable High Power LED illumination distribution using ANFIS on the isolated area

High power light emitting diodes (HP-LEDs) are more suitable for energy saving applications and have becoming replacing traditional fluorescent and incandescent bulbs for its energy efficient. Therefore, HP-LED lighting has been regarded in the next-generation lighting. In this study, illumination distribution of white color HP-LED is modeled by adaptive neuro-fuzzy inference system (ANFIS) approach on the isolated area while LED head is fixed. Subtractive clustering with hybrid learning approach is used to train the realized ANFIS architectures. End of the numerous experiment we finally concluded that, ANFIS could be used to modeling the illumination distribution applications perfectly.

[1]  Bin-Juine Huang,et al.  System dynamics model of high-power LED luminaire , 2009 .

[2]  Magali Bodart,et al.  Lighting energy savings in offices using different control systems and their real consumption , 2008 .

[3]  Naichia Yeh,et al.  High-brightness LEDs—Energy efficient lighting sources and their potential in indoor plant cultivation , 2009 .

[4]  Jyh-Shing Roger Jang,et al.  ANFIS: adaptive-network-based fuzzy inference system , 1993, IEEE Trans. Syst. Man Cybern..

[5]  Dongxue Wang.  Optoelectronic device simulation:Optical modeling for semiconductor optical amplifiers and Solid state lighting , 2006 .

[6]  A. Pérez-Burgos,et al.  An evaluation of illuminance measurements at Valladolid (Spain) , 2007 .

[7]  Bin-Juine Huang,et al.  Thermal–electrical–luminous model of multi-chip polychromatic LED luminaire , 2009 .

[8]  Bin-Juine Huang,et al.  Study of system dynamics model and control of a high-power LED lighting luminaire , 2007 .

[9]  Hong-Dar Lin.  Automated defect inspection of light-emitting diode chips using neural network and statistical approaches , 2009, Expert Syst. Appl..

[10]  Stephen L. Chiu,et al.  Fuzzy Model Identification Based on Cluster Estimation , 1994, J. Intell. Fuzzy Syst..

[11]  Sheng-Wu Xiong,et al.  Support vector machines based on subtractive clustering , 2005, 2005 International Conference on Machine Learning and Cybernetics.

[12]  Ying-Wen Bai,et al.  Automatic room light intensity detection and control using a microprocessor and light sensors , 2008, IEEE Transactions on Consumer Electronics.

[13]  Xing Wang,et al.  Design and implementation of LED daylight lamp lighting system , 2008, 2008 International Conference on Electronic Packaging Technology & High Density Packaging.

[14]  Jm Gaines.  Modelling of multichip LED packages for illumination , 2006 .