Combining novel technologies with interdisciplinary basic research to enhance horticultural crops DOI Open Access
Xiaohui Jiang,

Weiyi Zhang,

Alisdair R. Fernie

и другие.

The Plant Journal, Год журнала: 2021, Номер 109(1), С. 35 - 46

Опубликована: Окт. 26, 2021

Horticultural crops mainly include fruits, vegetables, ornamental trees and flowers, tea (Melaleuca alternifolia). They produce a variety of nutrients for the daily human diet in addition to nutrition provided by staple crops, some them additionally possess medicinal features. As such, horticultural make unique important contributions both food security colorful lifestyle. Under current climate change scenario, growing population limited arable land means that agriculture, especially horticulture, has been facing unprecedented challenges meet diverse demands life. Breeding with high quality adaptability establishing an effective system combines cultivation, post-harvest handling, sales becomes increasingly imperative production. This review discusses characteristic recent research highlights focusing on breeding traits mechanisms underpin them. It addresses potential solutions production practices. Finally, we provide prospective as how emerging technologies can be implemented alongside interdisciplinary basic enhance our understanding exploitation crops.

Язык: Английский

A Review of Machine Learning Techniques in Agroclimatic Studies DOI Creative Commons
Dania Tamayo-Vera, Xiuquan Wang, Morteza Mesbah

и другие.

Agriculture, Год журнала: 2024, Номер 14(3), С. 481 - 481

Опубликована: Март 16, 2024

The interplay of machine learning (ML) and deep (DL) within the agroclimatic domain is pivotal for addressing multifaceted challenges posed by climate change on agriculture. This paper embarks a systematic review to dissect current utilization ML DL in agricultural research, with pronounced emphasis impacts adaptation strategies. Our investigation reveals dominant reliance conventional models uncovers critical gap documentation methodologies. constrains replicability, scalability, adaptability these technologies research. In response challenges, we advocate strategic pivot toward Automated Machine Learning (AutoML) frameworks. AutoML not only simplifies standardizes model development process but also democratizes expertise, thereby catalyzing advancement incorporation stands significantly enhance research adaptability, overall performance, ushering new era innovation practices tailored mitigate adapt change. underscores untapped potential revolutionizing propelling forward sustainable efficient solutions that are responsive evolving dynamics.

Язык: Английский

Процитировано

13

Farm monitoring and disease prediction by classification based on deep learning architectures in sustainable agriculture DOI

Wongchai Anupong,

Durga rao Jenjeti,

Amrita Priyadarsini

и другие.

Ecological Modelling, Год журнала: 2022, Номер 474, С. 110167 - 110167

Опубликована: Окт. 18, 2022

Язык: Английский

Процитировано

35

Challenges to Use Machine Learning in Agricultural Big Data: A Systematic Literature Review DOI Open Access
Ania Cravero,

Sebastián Pardo,

Samuel Sepúlveda

и другие.

Опубликована: Фев. 28, 2022

Agricultural Big Data is a set of technologies that allows responding to the challenges new data era. In conjunction with machine learning, farmers can use address different problems such as farmers' decision-making, crops, weeds, animal research, land, food availability and security, weather, climate change. The purpose this paper synthesize evidence regarding involved in implementing learning Data. We conducted Systematic Literature Review applying PRISMA protocol. This review includes 30 papers, published from 2015 2020. develop framework summarizes main encountered, techniques, well used. A major challenge design architectures, due need modify adapting volume increases.

Язык: Английский

Процитировано

33

Unlocking the potential of precision agriculture for sustainable farming DOI Creative Commons

George Mgendi

Discover Agriculture, Год журнала: 2024, Номер 2(1)

Опубликована: Ноя. 7, 2024

Abstract Precision agriculture, a transformative farming approach, has gained prominence due to advancements in digital technologies. This paper explores the multifaceted landscape of precision focusing on its tangible benefits, challenges, and future directions. Purpose Amidst growing interest this aims provide comprehensive analysis various aspects. Specifically, it seeks elucidate benefits agriculture optimizing resource utilization, enhancing crop health, promoting sustainability. Moreover, examines challenges faced implementation proposes directions overcome these obstacles. Findings Through review existing literature case studies, presents nuanced understanding agriculture's impact farming, livestock production, economic outcomes, environmental It identifies key such as data security, costs, regulatory frameworks, while also highlighting innovative solutions promising field. Originality To best our knowledge, represents rigorous attempt comprehensively analyze with focus original contributions By synthesizing research offering insights into directions, adds emerging knowledge base surrounding potential revolutionize modern practices.

Язык: Английский

Процитировано

9

Combining novel technologies with interdisciplinary basic research to enhance horticultural crops DOI Open Access
Xiaohui Jiang,

Weiyi Zhang,

Alisdair R. Fernie

и другие.

The Plant Journal, Год журнала: 2021, Номер 109(1), С. 35 - 46

Опубликована: Окт. 26, 2021

Horticultural crops mainly include fruits, vegetables, ornamental trees and flowers, tea (Melaleuca alternifolia). They produce a variety of nutrients for the daily human diet in addition to nutrition provided by staple crops, some them additionally possess medicinal features. As such, horticultural make unique important contributions both food security colorful lifestyle. Under current climate change scenario, growing population limited arable land means that agriculture, especially horticulture, has been facing unprecedented challenges meet diverse demands life. Breeding with high quality adaptability establishing an effective system combines cultivation, post-harvest handling, sales becomes increasingly imperative production. This review discusses characteristic recent research highlights focusing on breeding traits mechanisms underpin them. It addresses potential solutions production practices. Finally, we provide prospective as how emerging technologies can be implemented alongside interdisciplinary basic enhance our understanding exploitation crops.

Язык: Английский

Процитировано

34