Crop Phenomics and High-Throughput Phenotyping
摘要
Abiotic stresses, like drought, salinity, and high temperature pose significant challenges to global agriculture, jeopardizing crop yields and food security. Traditional breeding methods struggle to efficiently develop stress-tolerant crop varieties due to the complex genetic basis of stress responses. Phenomics, the comprehensive study of plant traits, has emerged as a valuable approach to accelerate abiotic stress breeding. This chapter reviews recent advances in phenomics techniques applied to abiotic stress research, highlighting their potential to enhance stress tolerance in crops. We discuss cutting-edge technologies, including high-throughput phenotyping and imaging systems, which enable the rapid and accurate assessment of stress-induced morphological and physiological changes. Moreover, we explore how multidimensional data generated by these techniques can be harnessed through data analytics and machine learning to uncover key stress-responsive traits and genes. Through this synthesis, we emphasize the transformative impact of phenomics on breeding programs and its pivotal role in developing stress-resilient crop varieties, ensuring sustainable agricultural productivity in the face of changing environmental conditions.