In large-scale agriculture, we aim to realize efficient agricultural production by collecting data on the environment and growth using a remote robot equipped with various sensing devices and analyzing the data using machine learning. We are also working on a new sensing technology, a high performance FPD and learning-based image processing technology, to make X-ray imaging systems more multi-functional, more accurate, and less costly.