[HTML][HTML] Multi-sensor spectral synergies for crop stress detection and monitoring in the optical domain: A review

K Berger, M Machwitz, M Kycko, SC Kefauver… - Remote sensing of …, 2022 - Elsevier
Remote detection and monitoring of the vegetation responses to stress became relevant for
sustainable agriculture. Ongoing developments in optical remote sensing technologies have …

A comprehensive review of high throughput phenotyping and machine learning for plant stress phenotyping

T Gill, SK Gill, DK Saini, Y Chopra, JP de Koff… - Phenomics, 2022 - Springer
During the last decade, there has been rapid adoption of ground and aerial platforms with
multiple sensors for phenotyping various biotic and abiotic stresses throughout the …

[HTML][HTML] Proximal and remote sensing in plant phenomics: 20 years of progress, challenges, and perspectives

H Tao, S Xu, Y Tian, Z Li, Y Ge, J Zhang, Y Wang… - Plant …, 2022 - cell.com
Plant phenomics (PP) has been recognized as a bottleneck in studying the interactions of
genomics and environment on plants, limiting the progress of smart breeding and precise …

Thermal imaging: The digital eye facilitates high-throughput phenotyping traits of plant growth and stress responses

T Wen, JH Li, Q Wang, YY Gao, GF Hao… - Science of The Total …, 2023 - Elsevier
Plant phenotyping is important for plants to cope with environmental changes and ensure
plant health. Imaging techniques are perceived as the most critical and reliable tools for …

Capturing crop adaptation to abiotic stress using image-based technologies

N Al-Tamimi, P Langan, V Bernád, J Walsh… - Open …, 2022 - royalsocietypublishing.org
Farmers and breeders aim to improve crop responses to abiotic stresses and secure yield
under adverse environmental conditions. To achieve this goal and select the most resilient …

Application of artificial intelligence in phenomics

S Nabwire, HK Suh, MS Kim, I Baek, BK Cho - Sensors, 2021 - mdpi.com
Plant phenomics has been rapidly advancing over the past few years. This advancement is
attributed to the increased innovation and availability of new technologies which can enable …

[HTML][HTML] Current progress in plant pathogen detection enabled by nanomaterials-based (bio) sensors

RM Cardoso, TS Pereira, MHM Facure… - Sensors and Actuators …, 2022 - Elsevier
The identification and quantification of plant pathogens in the early stages of infection play
an important role to ensure food security and decrease crop loss. Over the past years …

Machine learning for plant stress modeling: A perspective towards hormesis management

AK Rico-Chávez, JA Franco, AA Fernandez-Jaramillo… - Plants, 2022 - mdpi.com
Plant stress is one of the most significant factors affecting plant fitness and, consequently,
food production. However, plant stress may also be profitable since it behaves hormetically; …

Flexible and shape‐morphing plant sensors designed for microenvironment temperature monitoring of irregular surfaces

K Dong, Y Wang, R Zhang, Z Wang… - Advanced Materials …, 2023 - Wiley Online Library
Flexible plant sensors play a critical role in smart agriculture due to their advantages in real‐
time monitoring physiological signals of plants, and are experiencing growth in recent years …

Current trends in the use of thermal imagery in assessing plant stresses: A review

RAP Hernanda, H Lee, J Cho, G Kim, BK Cho… - … and Electronics in …, 2024 - Elsevier
Plants are the most important source of nutrition for humans and animals. Consequently, the
demand for food keeps increasing over time. However, plants constantly face challenges in …