Probing optimisation in physics-informed neural networks
Nayara Fonseca, Veronica Guidetti, et al.
ICLR 2023
As the sense of urgency regarding climate change continues to mount with growing regulatory pressure across the globe, natural carbon sequestration is becoming increasingly cru- cial as climate mitigation measure. Agriculture is one the most promising natural way of carbon sequestration and farm- ers can generate additional income by selling carbon credits. Therefore, accurate estimation of crop biomass is crucial. In this paper, we proposed a novel framework to accurately mea- sure the crop biomass by capturing ecological, environmental and phenological information derived from SAR and optical imageries. We have evaluated the efficacy of the approach on a set of sugarcane farms in South-East Asia and demonstrated an accuracy of more than 85%.
Nayara Fonseca, Veronica Guidetti, et al.
ICLR 2023
Sukanya Randhawa, Jitendra Singh, et al.
IGARSS 2019
Vijay Arya, Jagabondhu Hazra, et al.
COMSNETS 2011
Kalyan Dasgupta, Jagabondhu Hazra, et al.
ISGT ASIA 2015