Smart lighting system using ANN-IMC for personalized lighting control and daylight harvesting

NK Kandasamy, G Karunagaran, C Spanos… - Building and …, 2018 - Elsevier
Lighting contributes a significant portion to the overall energy consumption in an office
building. It is thus important to reduce the energy consumption of lighting systems especially …

Illumination control of LED systems based on neural network model and energy optimization algorithm

Z Wang, YK Tan - Energy and Buildings, 2013 - Elsevier
Lighting constitutes a large proportion of the main energy consumption loads of a building;
energy-efficient lighting control is an important topic to be addressed in achieving green …

Daylight adaptive smart indoor lighting control method using artificial neural networks

A Seyedolhosseini, N Masoumi, M Modarressi… - Journal of Building …, 2020 - Elsevier
Accurate and efficient adjustment of maintained illuminance and illuminance uniformity in
indoor environments with daylight variations is a tremendous challenge, mainly due to the …

Daylighting control and simulation for LED-based energy-efficient lighting systems

G Boscarino, M Moallem - IEEE Transactions on Industrial …, 2015 - ieeexplore.ieee.org
This paper presents a simulation environment and daylighting control strategy to achieve
energy-efficient lighting while providing desired lighting levels at the target points. The …

Lighting system control techniques in commercial buildings: Current trends and future directions

KR Wagiman, MN Abdullah, MY Hassan… - Journal of Building …, 2020 - Elsevier
Artificial lighting is one of the major electricity consumption in commercial buildings and
consumed about 17% of the total electrical energy. Therefore, there is a great potential to …

Daylight and occupancy adaptive lighting control system: An iterative optimization approach

D Caicedo, A Pandharipande - Lighting Research & …, 2016 - journals.sagepub.com
We consider a smart lighting control system for daylight and occupancy adaptation with
illumination and dimming constraints. The lighting system has multiple luminaires, with co …

Sensorless illumination control of a networked LED-lighting system using feedforward neural network

D Tran, YK Tan - IEEE transactions on industrial electronics, 2013 - ieeexplore.ieee.org
In order to resolve the problem of energy hunger nowadays, saving lighting energy in
buildings contributes an important part. In this paper, a sensorless illumination control …

Development of a prototype smart home intelligent lighting control architecture using sensors onboard a mobile computing system

S Tang, V Kalavally, KY Ng, J Parkkinen - Energy and buildings, 2017 - Elsevier
As smartphones become increasingly powerful and ubiquitous, integrating them into
intelligent lighting systems can boost both convenience and energy efficiency. This paper …

A first approach to universal daylight and occupancy control system for any lamps: Simulated case in an academic classroom

T de Rubeis, M Muttillo, L Pantoli, I Nardi, I Leone… - Energy and …, 2017 - Elsevier
This paper presents a lighting control system based on natural light monitoring and on
occupancy control, characterized by installation easiness, even for existing plants, and …

A data-driven model predictive control for lighting system based on historical occupancy in an office building: Methodology development

Y Jin, D Yan, X Zhang, J An, M Han - Building Simulation, 2021 - Springer
The lighting system accounts for 8% of the total electricity consumption in commercial
buildings in the United States and 12% of the total electricity consumption in public buildings …