The studies of plants in relation to soil and climate is called

Agronomy is the study of the crop and plants for cultivation, production, and management in the field, also dealing with its soil environment and other basic parameters.
Climatology is the study of the atmosphere and weather patterns over time.
Agriculture is the practice of growing plants and livestock.