September 15, 2019
Journal Article

Multi-channel low-cost light spectrum measurement using a multilayer perceptron

Abstract

Light is one of the most important elements for residential and work spaces, which affects visual performance, comfort, productivity and well-being. The measures that quantify the characteristics of a light source are derived directly from the spectral power distribution (SPD). In addition the SPD is an important factor influencing the quality of a light source. However, measuring light source spectrum with traditional spectrometers is expensive, difficult to adapt to normal spaces, and hard to integrate with other systems. To address these challenges, a low-cost spectrometer was developed using an artificial neural network, with a resolution of 5 nm in the visible spectrum. The reconstructed SPD has an error lower than 2% and allows the derivation of measurements to characterize the colour quality of light sources. Additionally, the device has wireless communication (Bluetooth and Wi-Fi) in real-time, which allows integration into lighting control applications and other Internet of things (IoT) applications.

Revised: October 7, 2019 | Published: September 15, 2019

Citation

Botero-Valencia J., J. Valencia-Aguirre, D. Durmus, and W. Davis. 2019. Multi-channel low-cost light spectrum measurement using a multilayer perceptron. Energy and Buildings 199. PNNL-SA-147704. doi:10.1016/j.enbuild.2019.07.026