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  • Review
  • Open Access
571 Citations
75,247 Views
30 Pages

Heavy Metal Contamination in Agricultural Soil: Environmental Pollutants Affecting Crop Health

  • Abdur Rashid,
  • Brian J. Schutte,
  • April Ulery,
  • Michael K. Deyholos,
  • Soum Sanogo,
  • Erik A. Lehnhoff and
  • Leslie Beck

31 May 2023

Heavy metals and metalloids (HMs) are environmental pollutants, most notably cadmium, lead, arsenic, mercury, and chromium. When HMs accumulate to toxic levels in agricultural soils, these non-biodegradable elements adversely affect crop health and p...

  • Article
  • Open Access
274 Citations
22,479 Views
14 Pages

A Lightweight YOLOv8 Tomato Detection Algorithm Combining Feature Enhancement and Attention

  • Guoliang Yang,
  • Jixiang Wang,
  • Ziling Nie,
  • Hao Yang and
  • Shuaiying Yu

9 July 2023

A tomato automatic detection method based on an improved YOLOv8s model is proposed to address the low automation level in tomato harvesting in agriculture. The proposed method provides technical support for the automatic harvesting and classification...

  • Review
  • Open Access
225 Citations
29,321 Views
21 Pages

Thermal Degradation of Bioactive Compounds during Drying Process of Horticultural and Agronomic Products: A Comprehensive Overview

  • Ramadan ElGamal,
  • Cheng Song,
  • Ahmed M. Rayan,
  • Chuanping Liu,
  • Salim Al-Rejaie and
  • Gamal ElMasry

11 June 2023

Over the last few decades, many researchers have investigated in detail the characteristics of bioactive compounds such as polyphenols, vitamins, flavonoids, and glycosides, and volatile compounds in fruits, vegetables and medicinal and aromatic plan...

  • Review
  • Open Access
185 Citations
51,851 Views
25 Pages

Vermicompost: Enhancing Plant Growth and Combating Abiotic and Biotic Stress

  • Sami ur Rehman,
  • Federica De Castro,
  • Alessio Aprile,
  • Michele Benedetti and
  • Francesco Paolo Fanizzi

16 April 2023

Extensive application of agrochemicals for crop production and protection has negatively affected soil health, crop productivity, and the environment. Organic amendments have been proposed as an efficient alternative for enhancing soil and plant heal...

  • Review
  • Open Access
184 Citations
66,980 Views
19 Pages

Impacts of Global Climate Change on Agricultural Production: A Comprehensive Review

  • Xiangning Yuan,
  • Sien Li,
  • Jinliang Chen,
  • Haichao Yu,
  • Tianyi Yang,
  • Chunyu Wang,
  • Siyu Huang,
  • Haochong Chen and
  • Xiang Ao

24 June 2024

Global warming is one of the greatest threats to the social development of human beings. It is a typical example of global climate change, and has profoundly affected human production and life in various aspects. As the foundation of human existence,...

  • Communication
  • Open Access
175 Citations
33,981 Views
16 Pages

18 March 2024

Soil microorganisms play a crucial role in maintaining the structure and function of soil ecosystems. This study aims to explore the effects of microbial fertilizers on improving soil physicochemical properties and promoting plant growth. The results...

  • Review
  • Open Access
168 Citations
35,996 Views
26 Pages

Drones in Plant Disease Assessment, Efficient Monitoring, and Detection: A Way Forward to Smart Agriculture

  • Aqleem Abbas,
  • Zhenhao Zhang,
  • Hongxia Zheng,
  • Mohammad Murtaza Alami,
  • Abdulmajeed F. Alrefaei,
  • Qamar Abbas,
  • Syed Atif Hasan Naqvi,
  • Muhammad Junaid Rao,
  • Walid F. A. Mosa and
  • Lei Zhou
  • + 3 authors

31 May 2023

Plant diseases are one of the major threats to global food production. Efficient monitoring and detection of plant pathogens are instrumental in restricting and effectively managing the spread of the disease and reducing the cost of pesticides. Tradi...

  • Review
  • Open Access
156 Citations
40,152 Views
27 Pages

Machine Learning Applications in Agriculture: Current Trends, Challenges, and Future Perspectives

  • Sara Oleiro Araújo,
  • Ricardo Silva Peres,
  • José Cochicho Ramalho,
  • Fernando Lidon and
  • José Barata

1 December 2023

Progress in agricultural productivity and sustainability hinges on strategic investments in technological research. Evolving technologies such as the Internet of Things, sensors, robotics, Artificial Intelligence, Machine Learning, Big Data, and Clou...

  • Review
  • Open Access
155 Citations
33,708 Views
36 Pages

Plastic Pollution in Agriculture as a Threat to Food Security, the Ecosystem, and the Environment: An Overview

  • Imran Ali Lakhiar,
  • Haofang Yan,
  • Jianyun Zhang,
  • Guoqing Wang,
  • Shuaishuai Deng,
  • Rongxuan Bao,
  • Chuan Zhang,
  • Tabinda Naz Syed,
  • Biyu Wang and
  • Xuanxuan Wang
  • + 1 author

7 March 2024

Plastic products in plant production and protection help farmers increase crop production, enhance food quality, and reduce global water use and their environmental footprint. Simultaneously, plastic has emerged as a critical ecological issue in rece...

  • Review
  • Open Access
151 Citations
28,142 Views
20 Pages

Artificial Intelligence: Implications for the Agri-Food Sector

  • Akriti Taneja,
  • Gayathri Nair,
  • Manisha Joshi,
  • Somesh Sharma,
  • Surabhi Sharma,
  • Anet Rezek Jambrak,
  • Elena Roselló-Soto,
  • Francisco J. Barba,
  • Juan M. Castagnini and
  • Yuthana Phimolsiripol
  • + 1 author

18 May 2023

Artificial intelligence (AI) involves the development of algorithms and computational models that enable machines to process and analyze large amounts of data, identify patterns and relationships, and make predictions or decisions based on that analy...

  • Review
  • Open Access
149 Citations
40,690 Views
23 Pages

Industrial Hemp (Cannabis sativa L.) Agronomy and Utilization: A Review

  • Jelena Visković,
  • Valtcho D. Zheljazkov,
  • Vladimir Sikora,
  • Jay Noller,
  • Dragana Latković,
  • Cynthia M. Ocamb and
  • Anamarija Koren

21 March 2023

Currently, there are increased interests in growing grain and fiber hemp (Cannabis sativa L.) as well as in large-scale hemp products. Cannabis has been grown/utilized for thousands of years as a fiber, grain, and drug/medicinal plant. However, the s...

  • Review
  • Open Access
142 Citations
30,691 Views
32 Pages

16 June 2023

Continuing progress in machine learning (ML) has led to significant advancements in agricultural tasks. Due to its strong ability to extract high-dimensional features from fruit images, deep learning (DL) is widely used in fruit detection and automat...

  • Article
  • Open Access
128 Citations
18,343 Views
13 Pages

Comparing Inception V3, VGG 16, VGG 19, CNN, and ResNet 50: A Case Study on Early Detection of a Rice Disease

  • Syed Rehan Shah,
  • Salman Qadri,
  • Hadia Bibi,
  • Syed Muhammad Waqas Shah,
  • Muhammad Imran Sharif and
  • Francesco Marinello

18 June 2023

Rice production has faced numerous challenges in recent years, and traditional methods are still being used to detect rice diseases. This research project developed an automated rice blast disease diagnosis technique based on deep learning, image pro...

  • Review
  • Open Access
127 Citations
27,798 Views
20 Pages

12 October 2023

The potential benefits of applying information and communication technology (ICT) in precision agriculture to enhance sustainable agricultural growth were discussed in this review article. The current technologies, such as the Internet of Things (IoT...

  • Review
  • Open Access
125 Citations
24,176 Views
16 Pages

Herbicide Resistance: Managing Weeds in a Changing World

  • Rita Ofosu,
  • Evans Duah Agyemang,
  • Adrienn Márton,
  • György Pásztor,
  • János Taller and
  • Gabriella Kazinczi

13 June 2023

Over the years, several agricultural interventions and technologies have contributed immensely towards intensifying food production globally. The introduction of herbicides provided a revolutionary tool for managing the difficult task of weed control...

  • Review
  • Open Access
122 Citations
36,180 Views
25 Pages

11 August 2023

Global drylands, covering about 41% of Earth’s surface and inhabited by 38% of the world’s population, are facing the stark challenges of water scarcity, low water productivity, and food insecurity. This paper highlights the major constra...

  • Review
  • Open Access
112 Citations
15,046 Views
22 Pages

Enhancing Essential Grains Yield for Sustainable Food Security and Bio-Safe Agriculture through Latest Innovative Approaches

  • Ghosoon Albahri,
  • Amal A. Alyamani,
  • Adnan Badran,
  • Akram Hijazi,
  • Mohamad Nasser,
  • Marc Maresca and
  • Elias Baydoun

26 June 2023

A key concern in agriculture is how to feed the expanding population and safeguard the environment from the ill effects of climate change. To feed a growing global population, food production and security are significant problems, as food output may...

  • Review
  • Open Access
90 Citations
32,185 Views
28 Pages

27 May 2024

The long-term use of chemical fertilizers poses a serious threat to crop productivity and soil quality. Organic fertilizers are used to improve the soil fertility and crop productivity. The application of organic fertilizers improves soil health and...

  • Review
  • Open Access
88 Citations
17,891 Views
24 Pages

25 February 2025

Without transformative adaptation strategies, the impact of climate change is projected to reduce global crop yields and increase food insecurity, while rising greenhouse gas (GHG) emissions further exacerbate the crisis. While agriculture is a major...

  • Article
  • Open Access
87 Citations
13,243 Views
24 Pages

Automatic Recognition of Rice Leaf Diseases Using Transfer Learning

  • Chinna Gopi Simhadri and
  • Hari Kishan Kondaveeti

23 March 2023

Rice, the world’s most extensively cultivated cereal crop, serves as a staple food and energy source for over half of the global population. A variety of abiotic and biotic factors such as weather conditions, soil quality, temperature, insects,...

  • Article
  • Open Access
85 Citations
10,943 Views
14 Pages

ViT-SmartAgri: Vision Transformer and Smartphone-Based Plant Disease Detection for Smart Agriculture

  • Utpal Barman,
  • Parismita Sarma,
  • Mirzanur Rahman,
  • Vaskar Deka,
  • Swati Lahkar,
  • Vaishali Sharma and
  • Manob Jyoti Saikia

4 February 2024

Invading pests and diseases always degrade the quality and quantity of plants. Early and accurate identification of plant diseases is critical for plant health and growth. This work proposes a smartphone-based solution using a Vision Transformer (ViT...

  • Review
  • Open Access
84 Citations
20,195 Views
21 Pages

Challenges and Alternatives of Herbicide-Based Weed Management

  • Chaitanya Prasad Nath,
  • Ravi Gopal Singh,
  • Vijay K. Choudhary,
  • Debarati Datta,
  • Rajiv Nandan and
  • Sati Shankar Singh

3 January 2024

Weeds are the most severe and widespread biological constraint on agricultural production systems and cause damage to cropped and non-cropped lands. They reduce crop yield and degrade the quality of the produce, besides raising the cost of production...

  • Review
  • Open Access
81 Citations
17,779 Views
30 Pages

30 June 2023

Crop row detection is one of the foundational and pivotal technologies of agricultural robots and autonomous vehicles for navigation, guidance, path planning, and automated farming in row crop fields. However, due to a complex and dynamic agricultura...

  • Article
  • Open Access
80 Citations
7,358 Views
17 Pages

20 May 2023

Weather disturbances, difficult backgrounds, the shading of fruit and foliage, and other elements can significantly affect automated yield estimation and picking in small target apple orchards in natural settings. This study uses the MinneApple publi...

  • Review
  • Open Access
79 Citations
18,723 Views
14 Pages

13 March 2023

Microbial biocontrol agents are efficient and environment-friendly in eradicating plant pathogenic bacteria. In recent years, Bacillus velezensis has gained popularity as a potential biocontrol agent in many countries. Several B. velezensis-based bio...

  • Article
  • Open Access
78 Citations
3,476 Views
16 Pages

The Changes in Various Physio-Biochemical Parameters and Yield Traits of Faba Bean Due to Humic Acid Plus 6-Benzylaminopurine Application under Deficit Irrigation

  • Khaled M. A. Ramadan,
  • Hossam S. El-Beltagi,
  • Taia A. Abd El-Mageed,
  • Hani S. Saudy,
  • Hala Hazam Al-Otaibi and
  • Mohamed A. A. Mahmoud

26 April 2023

Implementing the deficit irrigation pattern has become a major strategy in crop production systems. However, using less water than is required to irrigate crops is associated with changes in plant physiology and lower productivity. Therefore, the cur...

  • Review
  • Open Access
78 Citations
23,597 Views
20 Pages

Plant Cell Cultures: Biofactories for the Production of Bioactive Compounds

  • Vishwas Anant Bapat,
  • P. B. Kavi Kishor,
  • Naravula Jalaja,
  • Shri Mohan Jain and
  • Suprasanna Penna

15 March 2023

Plants have long been exploited as a sustainable source of food, flavors, agrochemicals, colors, therapeutic proteins, bioactive compounds, and stem cell production. However, plant habitats are being briskly lost due to scores of environmental factor...

  • Review
  • Open Access
76 Citations
14,658 Views
29 Pages

17 November 2023

With the global population continuing to increase, the demand for food and energy has escalated, resulting in severe environmental pressures. Traditional methods of food and energy production have left a significant footprint on the environment, prim...

  • Article
  • Open Access
75 Citations
4,486 Views
17 Pages

Research on Apple Object Detection and Localization Method Based on Improved YOLOX and RGB-D Images

  • Tiantian Hu,
  • Wenbo Wang,
  • Jinan Gu,
  • Zilin Xia,
  • Jian Zhang and
  • Bo Wang

8 July 2023

The vision-based fruit recognition and localization system is the basis for the automatic operation of agricultural harvesting robots. Existing detection models are often constrained by high complexity and slow inference speed, which do not meet the...

  • Article
  • Open Access
74 Citations
9,117 Views
17 Pages

Estimation of Chlorophyll Content in Soybean Crop at Different Growth Stages Based on Optimal Spectral Index

  • Hongzhao Shi,
  • Jinjin Guo,
  • Jiaqi An,
  • Zijun Tang,
  • Xin Wang,
  • Wangyang Li,
  • Xiao Zhao,
  • Lin Jin,
  • Youzhen Xiang and
  • Fucang Zhang
  • + 1 author

24 February 2023

Chlorophyll is an important component of crop photosynthesis as it is necessary for the material exchange between crops and the atmosphere. The amount of chlorophyll present reflects the growth and health status of crops. Spectral technology is a fea...

  • Article
  • Open Access
70 Citations
8,221 Views
22 Pages

Multi-Stage Corn Yield Prediction Using High-Resolution UAV Multispectral Data and Machine Learning Models

  • Chandan Kumar,
  • Partson Mubvumba,
  • Yanbo Huang,
  • Jagman Dhillon and
  • Krishna Reddy

28 April 2023

Timely and cost-effective crop yield prediction is vital in crop management decision-making. This study evaluates the efficacy of Unmanned Aerial Vehicle (UAV)-based Vegetation Indices (VIs) coupled with Machine Learning (ML) models for corn (Zea may...

  • Article
  • Open Access
68 Citations
5,244 Views
18 Pages

16 March 2023

The foundation of effectively predicting plant disease in the early stage using deep learning algorithms is ideal for addressing food insecurity, inevitably drawing researchers and agricultural specialists to contribute to its effectiveness. The inpu...

  • Review
  • Open Access
67 Citations
24,166 Views
29 Pages

1 December 2024

Anthropogenic activities have resulted in land desertification in various regions of the world, leading to the degradation of critical soil characteristics such as organic matter (OM) content, nutrient stock, and prevailing biodiversity. Restoring su...

  • Review
  • Open Access
67 Citations
29,178 Views
19 Pages

Artificial Pollination Technologies: A Review

  • Melissa A Broussard,
  • Michael Coates and
  • Paul Martinsen

11 May 2023

Pollination is critical for the production of many crops, and both insect- and wind-based pollination systems are increasingly disrupted by bloom asynchrony, weather events, and high demand for available insect pollinators. Artificial pollination sys...

  • Review
  • Open Access
66 Citations
23,389 Views
32 Pages

1 September 2024

Due to current global population growth, resource shortages, and climate change, traditional agricultural models face major challenges. Precision agriculture (PA), as a way to realize the accurate management and decision support of agricultural produ...

  • Article
  • Open Access
64 Citations
3,515 Views
23 Pages

Machine Learning Models of Exergoenvironmental Damages and Emissions Social Cost for Mushroom Production

  • Ashkan Nabavi-Pelesaraei,
  • Hassan Ghasemi-Mobtaker,
  • Marzie Salehi,
  • Shahin Rafiee,
  • Kwok-Wing Chau and
  • Rahim Ebrahimi

1 March 2023

Applying conventional methods for prediction of environmental impacts in agricultural production is not actually applicable because they usually ignore other aspects such as useful energy and economic consequence. As such, this article evaluates inte...

  • Article
  • Open Access
63 Citations
5,906 Views
16 Pages

29 July 2023

The invasion of agricultural diseases and insect pests is a huge difficulty for the growth of crops. The detection of diseases and pests is a very challenging task. The diversity of diseases and pests in terms of shapes, colors, and sizes, as well as...

  • Review
  • Open Access
62 Citations
13,045 Views
23 Pages

28 May 2023

Ammonium sensitivity is considered a globally stressful condition that affects overall crop productivity. The major toxic symptom associated with ammonium nutrition is growth retardation, which has been associated with a high energy cost for maintain...

  • Review
  • Open Access
61 Citations
13,101 Views
27 Pages

Using Remote Sensing Vegetation Indices for the Discrimination and Monitoring of Agricultural Crops: A Critical Review

  • Roxana Vidican,
  • Anamaria Mălinaș,
  • Ovidiu Ranta,
  • Cristina Moldovan,
  • Ovidiu Marian,
  • Alexandru Ghețe,
  • Ciprian Radu Ghișe,
  • Flavia Popovici and
  • Giorgiana M. Cătunescu

12 December 2023

The agricultural sector is currently confronting multifaceted challenges such as an increased food demand, slow adoption of sustainable farming, a need for climate-resilient food systems, resource inequity, and the protection of small-scale farmers&r...

  • Article
  • Open Access
59 Citations
3,952 Views
18 Pages

TS-YOLO: An All-Day and Lightweight Tea Canopy Shoots Detection Model

  • Zhi Zhang,
  • Yongzong Lu,
  • Yiqiu Zhao,
  • Qingmin Pan,
  • Kuang Jin,
  • Gang Xu and
  • Yongguang Hu

19 May 2023

Accurate and rapid detection of tea shoots within the tea canopy is essential for achieving the automatic picking of famous tea. The current detection models suffer from two main issues: low inference speed and difficulty in deployment on movable pla...

  • Article
  • Open Access
59 Citations
16,227 Views
13 Pages

Effects of Balancing Exchangeable Cations Ca, Mg, and K on the Growth of Tomato Seedlings (Solanum lycopersicum L.) Based on Increased Soil Cation Exchange Capacity

  • Mengyuan Yang,
  • Dongxian Zhou,
  • Huixian Hang,
  • Shuo Chen,
  • Hua Liu,
  • Jikang Su,
  • Huilin Lv,
  • Huixin Jia and
  • Gengmao Zhao

20 March 2024

(1) Background: Previous research has demonstrated that the cation exchange capacity (CEC) of soil and the balance of exchangeable cations Ca, Mg, and K are key factors affecting plant growth and development. We hypothesized that balancing exchangeab...

  • Article
  • Open Access
59 Citations
13,241 Views
29 Pages

Sustainability Research in the Wine Industry: A Bibliometric Approach

  • Johnny Vicente Montalvo-Falcón,
  • Eduardo Sánchez-García,
  • Bartolomé Marco-Lajara and
  • Javier Martínez-Falcó

16 March 2023

Currently, the wine industry has gained great relevance worldwide. At the same time, the sustainability of the business activity has positioned itself as one of the main challenges to be achieved in the coming years. Due to the great impact that agri...

  • Article
  • Open Access
58 Citations
8,028 Views
24 Pages

22 April 2023

Plant diseases pose the greatest threat to food supply integrity, and it is a significant challenge to identify plant diseases in their earliest stages to reduce the potential for associated economic damage. Through the use of computer vision, a cutt...

  • Article
  • Open Access
58 Citations
8,155 Views
22 Pages

Application of Drone Surveillance for Advance Agriculture Monitoring by Android Application Using Convolution Neural Network

  • Sabab Ali Shah,
  • Ghulam Mustafa Lakho,
  • Hareef Ahmed Keerio,
  • Muhammad Nouman Sattar,
  • Gulzar Hussain,
  • Mujahid Mehdi,
  • Rahim Bux Vistro,
  • Eman A. Mahmoud and
  • Hosam O. Elansary

29 June 2023

Plant diseases are a significant threat to global food security, impacting crop yields and economic growth. Accurate identification of plant diseases is crucial to minimize crop loses and optimize plant health. Traditionally, plant classification is...

  • Article
  • Open Access
58 Citations
7,960 Views
14 Pages

Effects of Two Biochar Types on Mitigating Drought and Salt Stress in Tomato Seedlings

  • Wenqian Zhang,
  • Jiahua Wei,
  • Lili Guo,
  • Heng Fang,
  • Xiaojuan Liu,
  • Kehao Liang,
  • Wenquan Niu,
  • Fulai Liu and
  • Kadambot H. M. Siddique

31 March 2023

Biochar’s underlying biochemical and physiological mechanisms in reducing irrigation and salinity stress are elusive. This paper investigates the effects of two types of biochar (wood biochar and poultry biochar) on the growth and physiology of...

  • Review
  • Open Access
57 Citations
25,066 Views
28 Pages

Progress and Innovations in Hydrogels for Sustainable Agriculture

  • Khizra Ali,
  • Zahra Asad,
  • Gamareldawla H. D. Agbna,
  • Asif Saud,
  • Areeb Khan and
  • Syed Javaid Zaidi

27 November 2024

The growing global demands for food security, efficient water use, and environmentally resilient agricultural strategies call for a sustainable agricultural revolution. Water scarcity, the excessive use of pesticides, and soil degradation are viewed...

  • Review
  • Open Access
56 Citations
18,609 Views
31 Pages

Citrus Canker: A Persistent Threat to the Worldwide Citrus Industry—An Analysis

  • Subhan Ali,
  • Akhtar Hameed,
  • Ghulam Muhae-Ud-Din,
  • Muhammad Ikhlaq,
  • Muhammad Ashfaq,
  • Muhammad Atiq,
  • Faizan Ali,
  • Zia Ullah Zia,
  • Syed Atif Hasan Naqvi and
  • Yong Wang

13 April 2023

Citrus canker (CC), caused by one of the most destructive subfamilies of the bacterial phytopathogen Xanthomonas citri subsp. Citri (Xcc), poses a serious threat to the significantly important citrus fruit crop grown worldwide. This has been the subj...

  • Article
  • Open Access
56 Citations
8,416 Views
20 Pages

Effects of Nitrogen Fertilizer on Photosynthetic Characteristics and Yield

  • Hafeez Noor,
  • Pengcheng Ding,
  • Aixia Ren,
  • Min Sun and
  • Zhiqiang Gao

3 June 2023

This study aims to understand the influence of chlorophyll fluorescence parameters on the yield of winter wheat in some areas of China. Nitrogen (N) application is believed to improve photosynthesis in flag leaves, ultimately increasing the final yie...

  • Review
  • Open Access
56 Citations
14,895 Views
28 Pages

11 February 2024

Weeds and crops engage in a relentless battle for the same resources, leading to potential reductions in crop yields and increased agricultural costs. Traditional methods of weed control, such as heavy herbicide use, come with the drawback of promoti...

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Agronomy - ISSN 2073-4395