Title :
An optimization framework for control of non-square smart lighting systems with saturation constraints
Author :
Afshari, Sina ; Mishra, Sandipan
Author_Institution :
Electr., Comput., & Syst., Eng. Dept., Rensselaer Polytech. Inst., Troy, NY, USA
Abstract :
Smart lighting systems are illumination systems that use feedback measurements from a network of color sensors to drive a set of spectrally tunable light sources to achieve a desired light field in an illuminated space. This paper proposes a general feedback control design framework for non-square smart lighting systems with saturation bounds, i.e., systems with a larger number of source channels (with limited maximum light output) than sensor channels. Since the number of inputs is larger than the number of measurements, a one-to-one setpoint based feedback control design is not possible because of the inherent redundancies. The feedback control design for such lighting systems is therefore posed as a constrained optimization problem with a cost function penalizing quality of light output and power consumed; and solved through a closed loop feedback approach. Two solutions to this problem are proposed: one based on Newton-Raphson method with projection and the second based on the interior point algorithm. We demonstrate the stability of the feedback loop for the projected Newton-Raphson method. The two proposed smart lighting algorithms are experimentally validated by implementation in a full-scale in-use smart conference room and a comparison of their performance is presented.
Keywords :
Newton-Raphson method; closed loop systems; control system synthesis; feedback; lighting control; optimisation; stability; Newton-Raphson method; closed loop feedback; color sensors; feedback control design; feedback measurements; illumination systems; non-square smart lighting systems control; optimization framework; saturation constraints; stability; Algorithm design and analysis; Cost function; Intelligent sensors; Lighting; Power demand;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7170972