IoT, UAV, BCI Empowered Deep Learning models in Precision Agriculture

José Dias Pereira, Liangliang Yang, Jian Lian, Dengchao Feng

Frontiers Media SA

Machine vision applications in precision agriculture have attracted a great deal of attention. They...

Science Plant Science Technical Advances in Plant Science

Keywords: deep learning,­Machine Vision,­UAV,­Internet of Things,­transformer

High-Throughput Field Phenotyping to Advance Precision Agriculture and Enhance Genetic Gain, Volume II

Andreas Hund, Urs Schmidhalter, Fred Van Eeuwijk, Wei Guo, David Matthew Deery, Sindhuja Sankaran

Frontiers Media SA

This Research Topic is part of the High-Throughput Field Phenotyping to Advance Precision...

Science Plant Science Technical Advances in Plant Science

Keywords: artificial intelligence,­machine learning,­Field-Based Phenomics,­precision phenotyping,­Water and nutrient use efficiency,­Drought and heat tolerance

Artificial Intelligence-of-Things (AIoT) in Precision Agriculture

Yaqoob Majeed, Longsheng Fu, Long He

Frontiers Media SA

The merging of Artificial Intelligence (AI) and Internet-of-Things is known as Artificial...

Science Plant Science Technical Advances in Plant Science

Keywords: IoT,­Internet of Things,­artificial intelligence,­precision agriculture,­sustainability

Advances in Statistical Methods for the Genetic Dissection of Complex Traits in Plants

Yuan-Ming Zhang, Zhenyu Jia, Shang-Qian Xie, Jia Wen, Shibo Wang, Ya-Wen Zhang

Frontiers Media SA

Genome-wide association studies (GWAS) have been widely used in the genetic dissection of complex...

Science Plant Science Technical Advances in Plant Science

Keywords: GWAS,­multi-omics profiling,­Plants,­3VmrMLM,­Genome-Wide Association Study,­complex traits

Machine Vision and Machine Learning for Plant Phenotyping and Precision Agriculture

Huajian Liu, Zhanyou Xu

Frontiers Media SA

Plant phenotyping (PP) describes the physiological and biochemical properties of plants affected by...

Science Plant Science Technical Advances in Plant Science

Keywords: plant phenotyping,­precision agriculture,­Machine Vision,­machine learning,­Weed Control,­Pest Control,­crop breeding,­Crop cultivation

Advanced Technologies of UAV Application in Crop Pest, Disease and Weed Control

Ruirui Zhang, J. Connor Ferguson, Huizhu Yuan, Andrew Hewitt

Frontiers Media SA

Science Plant Science Technical Advances in Plant Science

Keywords: Plant protection UAV,­Chemical spraying,­spraying drift control,­UAV remote sensing,­precision agriculture,­pest management

Omics and its Integration: A Systems Biology Approach to Understanding Plant Physiology

Kashif Ali, Milen I. Georgiev

Frontiers Media SA

Due to the complexity and interconnectivity of many biological processes, an integrative systems...

Science Plant Science Technical Advances in Plant Science

Keywords: omics,­Genomics,­Proteomics,­Metabolomics,­Systems Biology,­Transciptomics

Insight into plant spatial omics: Mass spectrometry imaging

Xiaodong Wang, Liangyu Liu, Jun Han, Zhili Li, Bin Li, Yinglang Wan

Frontiers Media SA

Science Plant Science Technical Advances in Plant Science

Keywords: Mass spectrometry imaging,­plant science,­spatial omics,­in situ analysis,­tissue imaging,­Endogenous compounds

Spectroscopy, imaging and machine learning for crop stress

Shizhuang Weng, Baohua Zhang, Yijun Yan

Frontiers Media SA

Science Plant Science Technical Advances in Plant Science

Keywords: spectroscopy,­Machine Vision,­hyperspectral imaging,­machine learning,­deep learning,­Crop stress