Agronomy

Article Agronomy

Automatic Bunch Detection in White Grape Varieties Using YOLOv3, YOLOv4, and YOLOv5 Deep Learning Algorithms

Marco Sozzi, Silvia Cantalamessa, Alessia Cogato, Ahmed Kayad, Francesco Marinello

Summary: This paper evaluates six versions of the YOLO object detection algorithm for real-time bunch detection and counting in grapes. The results show that YOLOv4-tiny achieves the best combination of accuracy and speed, making it suitable for real-time grape yield estimation.

AGRONOMY-BASEL (2022)

Review Agronomy

The use of microbial inoculants for biological control, plant growth promotion, and sustainable agriculture: A review

Ahmed S. M. Elnahal, Mohamed T. El-Saadony, Ahmed M. Saad, El-Sayed M. Desoky, Amira M. El-Tahan, Mostafa M. Rady, Synan F. AbuQamar, Khaled A. El-Tarabily

Summary: This review highlights the potential role and importance of microbial control agents in agriculture, including their use as biofertilizers and biopesticides, and their contribution to increasing crop productivity and sustainable development through improving plant resistance, growth, and development.

EUROPEAN JOURNAL OF PLANT PATHOLOGY (2022)

Article Agronomy

A Reversible Automatic Selection Normalization (RASN) Deep Network for Predicting in the Smart Agriculture System

Xuebo Jin, Jiashuai Zhang, Jianlei Kong, Tingli Su, Yuting Bai

Summary: This paper proposes a Reversible Automatic Selection Normalization (RASN) network to improve the performance of deep learning prediction networks widely used in smart agriculture. By integrating normalization and renormalization layers, and scaling and translating the input with learnable parameters, the accuracy of the prediction has been effectively improved. The application results show that the model has good prediction ability and adaptability for greenhouses in smart agriculture system.

AGRONOMY-BASEL (2022)

Article Agronomy

Plant Disease Recognition Model Based on Improved YOLOv5

Zhaoyi Chen, Ruhui Wu, Yiyan Lin, Chuyu Li, Siyu Chen, Zhineng Yuan, Shiwei Chen, Xiangjun Zou

Summary: An improved plant disease-recognition model based on the YOLOv5 network model was established to accurately recognize plant diseases under complex natural conditions. The model achieved higher accuracy in target recognition compared to other models, making it a valuable reference for disease prevention and control.

AGRONOMY-BASEL (2022)

Article Agronomy

Salt tolerance in rice: Physiological responses and molecular mechanisms

Citao Liu, Bigang Mao, Dingyang Yuan, Chengcai Chu, Meijuan Duan

Summary: Soil salinization-induced crop yield loss is a growing threat to global agriculture. The growth, development, and grain productivity of rice are significantly affected by salt stress, and enhancing rice tolerance to salt stress is crucial for meeting the increasing food demand. The main contributors to salt toxicity on a global scale are Na+ and Cl- ions, which affect up to 50% of irrigated soils. Plant responses to salt stress occur at various levels and involve maintaining ion balance, osmotic adjustment, scavenging reactive oxygen species (ROS), and maintaining nutritional balance. This review summarizes recent research progress on these four aspects of plant physiological response, with a focus on hormonal and gene expression regulation, as well as salt tolerance signaling pathways in rice. The information presented here will be valuable for accelerating the breeding of salt-tolerant rice.

CROP JOURNAL (2022)

Article Agricultural Engineering

Application of lignin in preparation of slow-release fertilizer: Current status and future perspectives

Jiajun Lu, Mingyang Cheng, Chao Zhao, Bin Li, Hehuan Peng, Yongjian Zhang, Qianjun Shao, Muhammad Hassan

Summary: Lignin, the most abundant renewable aromatic resource on Earth, is being utilized for producing bioproducts to support sustainable development. Studies on lignin-based slow-release fertilizer have increased due to its excellent properties in releasing nutrients slowly. By either physically impeding or chemically modifying the nutrients, lignin-based slow-release fertilizers are able to effectively release nutrients, promoting resource utilization and environmental protection.

INDUSTRIAL CROPS AND PRODUCTS (2022)

Article Agronomy

Research on the Time-Dependent Split Delivery Green Vehicle Routing Problem for Fresh Agricultural Products with Multiple Time Windows

Daqing Wu, Chenxiang Wu

Summary: This paper studies the last mile split delivery problem of agricultural products, considering economic cost and customer satisfaction. It proposes a method for calculating road travel time across time periods and measures satisfaction based on time windows and economic cost. The proposed approach effectively reduces costs, promotes energy conservation, and improves customer satisfaction.

AGRICULTURE-BASEL (2022)

Article Agronomy

A Spatial Feature-Enhanced Attention Neural Network with High-Order Pooling Representation for Application in Pest and Disease Recognition

Jianlei Kong, Hongxing Wang, Chengcai Yang, Xuebo Jin, Min Zuo, Xin Zhang

Summary: With the development of advanced information and intelligence technologies, precision agriculture has become an effective solution to monitor and prevent crop pests and diseases. This paper proposes a feature-enhanced attention neural network (Fe-Net) to handle the fine-grained image recognition of crop pests and diseases. The Fe-Net achieves higher accuracy and faster recognition time compared to existing methods.

AGRICULTURE-BASEL (2022)

Article Agronomy

Increasing Tibetan Plateau terrestrial evapotranspiration primarily driven by precipitation

Ning Ma, Yongqiang Zhang

Summary: This study investigates the terrestrial evapotranspiration (ET) from the Tibetan Plateau (TP) using a water-carbon coupled model. It finds that the TP-averaged ET has increased, primarily due to increased precipitation. However, the driving factors for ET vary across different regions of the TP.

AGRICULTURAL AND FOREST METEOROLOGY (2022)

Article Agronomy

Sustainable management of agricultural water and land resources under changing climate and socio-economic conditions: A multi-dimensional optimization approach

Mo Li, Xiaoxu Cao, Dong Liu, Qiang Fu, Tianxiao Li, Ruochen Shang

Summary: This paper establishes a model framework for the multi-dimensional optimization of agricultural water and land resources management in a changing environment. The model framework comprehensively allocates resources, balances conflicting goals, and proposes alternative allocation schemes to cope with environmental changes, leading to optimal adaptation allocation plans. The feasibility and practicality of the model framework are verified through a real-world case study, showing its potential for sustainable management of agricultural water resources and land resources.

AGRICULTURAL WATER MANAGEMENT (2022)

Review Agronomy

Root traits with team benefits: understanding belowground interactions in intercropping systems

Z. Homulle, T. S. George, A. J. Karley

Summary: This review summarizes the current evidence for belowground plant-plant interactions in intercropping, focusing on competition, niche differentiation, and facilitation. The study identifies a range of complementary root traits that can enhance the performance of intercrops compared to monocultures. It highlights the importance of examining belowground interactions and considers spatial and temporal distribution of roots and rhizosphere mechanisms to promote the adoption of intercropping as a sustainable farming practice.

PLANT AND SOIL (2022)

Review Agronomy

Smart irrigation monitoring and control strategies for improving water use efficiency in precision agriculture: A review

Erion Bwambale, Felix K. Abagale, Geophrey K. Anornu

Summary: The demand for freshwater resources has increased due to escalating global population and increasing drought indices in agricultural zones. Improving water use efficiency in irrigated agriculture through smart monitoring and irrigation control strategies is crucial for sustainable agricultural production. Closed-loop irrigation control strategies, particularly when combined with soil-based, plant, and weather-based monitoring methods, can significantly improve water use efficiency in irrigation scheduling.

AGRICULTURAL WATER MANAGEMENT (2022)

Article Agronomy

The Impact of Drought Stress on Soil Microbial Community, Enzyme Activities and Plants

Kalisa Bogati, Maciej Walczak

Summary: Drought stress is a significant consequence of climate change, affecting soil microorganisms and plant growth and development. It decreases microbial abundance, activity, and soil fertility, leading to reduced plant productivity. However, the negative effects can be mitigated by adding organic substances and by the adaptability of rhizosphere microbial communities. Studying the impacts of drought on soil microbial communities and plant growth is important for agricultural management under harsh conditions.

AGRONOMY-BASEL (2022)

Article Agronomy

Effect of shrub encroachment on land surface temperature in semi-arid areas of temperate regions of the Northern Hemisphere

Xiangjin Shen, Yiwen Liu, Binhui Liu, Jiaqi Zhang, Lei Wang, Xianguo Lu, Ming Jiang

Summary: Under the influences of climate change and human activities, grassland ecosystems are facing the threat of shrub encroachment. This study quantified the biophysical effects of shrub encroachment on regional climate in temperate semi-arid areas of the Northern Hemisphere using satellite data. The results show that shrub encroachment tends to increase surface temperature in most areas, while decreasing it in some relatively humid regions. These findings highlight the importance of considering the impact of shrub encroachment on regional climate in climate models and the need for further research on the climate feedbacks and ecosystem properties.

AGRICULTURAL AND FOREST METEOROLOGY (2022)

Article Agricultural Engineering

Plasticized hydroxypropyl cassava starch blended PBAT for improved clarity blown films: Morphology and properties

Kiattichai Wadaugsorn, Theeraphorn Panrong, Phanwipa Wongphan, Nathdanai Harnkarnsujarit

Summary: Blending of plasticized hydroxypropyl cassava thermoplastic starch (TPS) with polybutylene adipate terephthalate (PBAT) via blown-film extrusion was studied. Higher DS values were found to increase film clarity and glossy surface, reduce crystallinity, improve hydrophilicity, mechanical properties and compatibility between PBAT and TPS. Modified DS in hydroxypropyl starch efficiently improved clarity, mechanical and barrier properties of bioplastic packaging.

INDUSTRIAL CROPS AND PRODUCTS (2022)

Article Agronomy

Sustainable Crop and Weed Management in the Era of the EU Green Deal: A Survival Guide

Alexandros Tataridas, Panagiotis Kanatas, Antonia Chatzigeorgiou, Stavros Zannopoulos, Ilias Travlos

Summary: Agricultural systems in the EU have become more vulnerable and less sustainable due to an overreliance on herbicides and the tremendous increase in herbicide-resistant weeds. The EU Green Deal aims to reduce the use and risk of chemical pesticides by 50% by 2030. This review provides a holistic framework for sustainable crop and weed management and discusses the current and future dilemmas and policies related to the agroecological transition of the EU's agricultural systems.

AGRONOMY-BASEL (2022)

Review Agronomy

Heat stress effects on the reproductive physiology and yield of wheat

Aman Ullah, Faisal Nadeem, Ahmad Nawaz, Kadambot H. M. Siddique, Muhammad Farooq

Summary: Climate change is negatively impacting wheat yields by damaging its reproductive physiology with rising temperatures. Heat stress affects wheat at various growth stages, particularly during flowering and reproductive phases. High temperatures lead to pollen abortion, reduced grain filling, and ultimately lower yields.

JOURNAL OF AGRONOMY AND CROP SCIENCE (2022)

Review Agronomy

Biological control of plant diseases - What has been achieved and what is the direction?

David B. Collinge, Dan Funck Jensen, Mojgan Rabiey, Sabrina Sarrocco, Michael W. Shaw, Richard H. Shaw

Summary: The global demand for sustainable agriculture is driving the use of biological control in crop disease management. Biological control using antagonistic microorganisms can complement other sustainable disease management practices and address diseases that are resistant to or lack other control methods. The prospects for biological control are promising, providing environmental protection and improving crop yield and quality.

PLANT PATHOLOGY (2022)

Article Agronomy

Integrated usage of arbuscular mycorrhizal and biochar to ameliorate salt stress on spinach plants

Mahmoud Sofy, Heba Mohamed, Mona Dawood, Abdelghafar Abu-Elsaoud, Mona Soliman

Summary: Salt stress negatively affects the morphological and physiological parameters of Spinach plants, but the combination of Trichoderma and biochar treatment significantly increases the plants' antioxidant capacity, reduces membrane leakage, and ROS accumulation.

ARCHIVES OF AGRONOMY AND SOIL SCIENCE (2022)

Article Agronomy

Apple stem/calyx real-time recognition using YOLO-v5 algorithm for fruit automatic loading system

Zhipeng Wang, Luoyi Jin, Shuai Wang, Huirong Xu

Summary: The YOLO-v5 algorithm based on deep learning was utilized for real-time recognition of fruit stem/calyx, achieving superior usability and detection performance in automating fruit loading and packaging systems. The optimized algorithm reduced complexity while maintaining high accuracy, demonstrating potential for real-time detection and adjustment of fruit posture.

POSTHARVEST BIOLOGY AND TECHNOLOGY (2022)