“…In the plant cohort research, the life cycle phenome history of individual plants can be measured continuously and noninvasively, and analyzed from seed sowing to harvesting by using phenotyping units, along with the time course data on environment, management, and resource inputs/outputs in PFAL [2,11,12,24]. Plant cohort refers to a relatively large group of plant individuals with a statistical factor (such as cultivar, planting density, and cultivation system) in common with the plants in a PFAL for commercial plant production and/or breeding [2,11,12,24]. For the plant cohort research, the time series data sets in the data warehouse (DWH) can be used, which leads to identification of an optimal set points of environmental factors for maximizing multi-objective function, and concurrently improve plant productivity and breed new cultivars in PFAL [2,11,12,24].…”