Heterogeneous Features and Deep Learning Networks Fusion-Based Pest Detection, Prevention and Controlling System Using Iot and Pest Sound Analytics in a Wide Agriculture System DOI
Md. Akkas Ali, Anupam Kumar Sharma, Rajesh Kumar Dhanaraj

и другие.

Опубликована: Янв. 1, 2023

Every country's main pillar is its agricultural industry, which produces almost fifty percent of the world's economic growth. It impossible to overstate importance accurate farming in evaluating crop status and choosing efficient solutions for various pest problems. The traditional approach detection unstable forecasts with poor precision. However, these surveillance methods typically display intrusiveness, demand a lot time money, are subject different preconceptions. pests produce sounds, can be captured little investment or effort using IoT networks. automatic identification categorization sounds made possible by deep learning algorithms, improving assessment species distribution ranges, monitoring nature. IoT-driven computerized components used this research's unique system use incorporated machine techniques on collection audio recordings insect sounds. Butterworth filter, Blackman Flattop window, Ultraspherical Filter, Rife-Vincent Window, Cosine-Tapered FFT, DFT, STFT, PNCC, RASTA-PLPCC, LSFCC, sound detectors, PID sensors were couple used. HFDLNet was utilized planned study training, testing, validation, 7,200 from 72 types examined identify their special features statistical properties. recommended model achieves 99.87% accuracy rate, sensitivity 99.96%, specificity 99.88%, recall an F1 score 99.93%, precision 99.98%. This research shows substantial improvements over earlier academic studies, such as Inception-ResNet-v2, FRCNN ResNet-50, Fatser-PestNet, MD-YOLO, YOLOv5m, MAM-IncNet, Xception. proposed has networks analysis create build prevention control strategy also constructed solar-powered generator that provide electricity devices within situated across expansive fields.

Язык: Английский

A Comprehensive Review of Digital Twins Technology in Agriculture DOI Creative Commons

R. H. Zhang,

Hua-Xiang ZHU,

Qinglin Chang

и другие.

Agriculture, Год журнала: 2025, Номер 15(9), С. 903 - 903

Опубликована: Апрель 22, 2025

Digital Twin (DT) technology has emerged as a transformative tool in various sectors, like agriculture, due to its potential improve productivity, sustainability, and decision making processes. This paper provides comprehensive review of the applications, challenges, future directions DT agriculture. We explore key concepts architecture DTs, focusing on layering classification systems. The delves into applications such crop planting management, pest disease control, livestock optimization agricultural machinery resource, support Furthermore, we highlight integration data acquisition, simulation, modeling techniques that form backbone effective implementation. Despite promising potential, adoption DTs agriculture faces several technical including acquisition issues, difficulties, standardization 3D models. Finally, discuss direction technology, emphasizing importance overcoming existing barriers for wider application sustainability.

Язык: Английский

Процитировано

0
The Role of Industry 4.0 in Global Food Security: A Promising Pathway to Ending Hunger DOI Creative Commons
Abdo Hassoun, David Mhlanga,

Abderahman Rejeb

и другие.

Smart Agricultural Technology, Год журнала: 2025, Номер unknown, С. 100974 - 100974

Опубликована: Апрель 1, 2025

Язык: Английский

Процитировано

0
Comparing blockchain and DAG technologies for smart agriculture traceability in terms of efficiency and latency DOI Creative Commons
Antonio Villafranca, Igor Tasic,

Victor Gallegos

и другие.

Simulation Modelling Practice and Theory, Год журнала: 2025, Номер 142, С. 103131 - 103131

Опубликована: Май 5, 2025

Язык: Английский

Процитировано

0
Blockchain-Enabled Simulation and Optimization for Supply Chain Transparency DOI Creative Commons
Lalitha Gummidi, Manish Gupta,

Sujin Jose Arul

и другие.

E3S Web of Conferences, Год журнала: 2024, Номер 472, С. 02007 - 02007

Опубликована: Янв. 1, 2024

The field of supply chain management has experienced heightened complexity in the context globalization, giving rise to many difficulties pertaining transparency, traceability, and efficiency. Blockchain technology emerged as a possible option mitigate these challenges by offering secure unalterable ledger for documenting transactions events across chain. This study investigates integration blockchain with simulation optimization methodologies order boost level transparency operations. aims explore possibilities models provided enhancing inside It focuses on tracking verification flow items, information, cash. aforementioned statement underscores advantages technology, specifically terms facilitating real-time data sharing, maintaining tamper-proof records, employing decentralized consensus methods. research paper provides an exposition case studies practical implementations blockchain-enabled diverse sectors. These examples serve demonstrate potential this methodology detecting inefficiencies, mitigating risks, improving overall efficacy. instances how enterprises can acquire competitive advantage through utilization augment optimize their

Язык: Английский

Процитировано

3
Blockchain‐driven IoT solutions in agriculture DOI
M. Yu. Kataev, Larisa Bulysheva,

Alexander Krupskiy

и другие.

Systems Research and Behavioral Science, Год журнала: 2024, Номер unknown

Опубликована: Июль 16, 2024

Abstract The Internet of Things (IoT) constitutes a network physical objects, including devices and systems, capable intercommunication both among themselves with external systems via the Internet. Its applications span across various sectors such as manufacturing, medicine, commerce, security, forestry agriculture. application IoT in agriculture involves gathering data from diverse sensors, offering timely precise solutions. This technology facilitates reduction manual labour involved tasks like animal monitoring, greenhouse management field surveillance. Integrated sensors within framework enable collection pertaining to soil, air, water, tracking, plant growth other relevant metrics. Nevertheless, swift evolution presents susceptibility unauthorized access compromises security. To address this concern, utilization blockchain has been recommended. paper proposes novel architecture integrated enhance security agricultural applications. A detailed schematic devised implemented software illustrate approach.

Язык: Английский

Процитировано

3
Unveiling Temporal and Spatial Research Trends in Precision Agriculture: A BERTopic Text Mining Approach DOI Creative Commons
Yang Liu, Fanghao Wan

Heliyon, Год журнала: 2024, Номер 10(17), С. e36808 - e36808

Опубликована: Авг. 24, 2024

This study leverages the BERTopic algorithm to analyze evolution of research within precision agriculture, identifying 37 distinct topics categorized into eight subfields: Data Analysis, IoT, UAVs, Soil and Water Management, Crop Pest Livestock, Sustainable Agriculture, Technology Innovation. By employing BERTopic, based on a transformer architecture, this enhances topic refinement diversity, distinguishing it from traditional reviews. The findings highlight significant shift towards IoT innovations, such as security privacy, reflecting integration smart technologies with agricultural practices. Notably, introduces comprehensive popularity index that integrates trend intensity proportion, providing nuanced insights dynamics across countries journals. analysis shows regions robust development, USA Germany, are advancing in like Machine Learning while diversity topics, assessed through information entropy, indicates varied global scope. These assist scholars institutions selecting directions provide newcomers an understanding field's dynamics.

Язык: Английский

Процитировано

2
Blockchain technology and consumers’ organic food consumption: a moderated mediation model of blockchain-based trust and perceived blockchain-related information transparency DOI
Cong Doanh Duong, Thanh Hieu Nguyen, Thi Viet Nga Ngo

и другие.

Journal of Asia Business Studies, Год журнала: 2024, Номер unknown

Опубликована: Окт. 22, 2024

Purpose While the application of blockchain technology in organic food supply chain has been increasingly recognized, extant knowledge how blockchain-driven traceability influences consumer perceptions and purchase intentions remains underexplored. Grounded stimulus-organism-response theory, this study aims to construct a moderated mediation model examine blockchain-enabled traceability’s direct indirect impacts on intention through perceived blockchain-related information transparency, considering moderating role blockchain-based trust. Design/methodology/approach A purposive sample 5,326 Vietnamese consumers was surveyed using PROCESS macro test proposed hypotheses. Findings The findings indicate that significantly enhances which positively intention. Furthermore, trust found moderate both effect transparency impact transparency. Practical implications managerial insights for stakeholders sector are also discussed. Originality/value These results contribute literature by extending context chains highlighting critical effectiveness technological innovations.

Язык: Английский

Процитировано

2
A Systematic Literature Review and Bibliometric Analysis of Blockchain Technology for Food Security DOI Creative Commons
Balan Sundarakani,

Anis Ghouse

Foods, Год журнала: 2024, Номер 13(22), С. 3607 - 3607

Опубликована: Ноя. 11, 2024

The United Arab Emirates (UAE) faces obstacles in guaranteeing food security because of its desert climate, restricted arable land, and significant reliance on imports. Establishing a robust transparent supply chain is crucial. This study investigates the crucial functions blockchain technology protecting improving UAE. Using bibliographic co-citation network analyses, this examines 143 research articles that provide thorough review current status relation to security. We examine interrelationships among studies, highlighting themes identifying three emerging patterns incorporation into domain. enhances understanding how can transform dimensions availability, accessibility, utilization, stability UAE worldwide.

Язык: Английский

Процитировано

1
The digital future of farming: a bibliometric analysis of big data in smart farming research DOI Creative Commons
Bikash Paudel, Saba Riaz, Shyh Wei Teng

и другие.

Cleaner and Circular Bioeconomy, Год журнала: 2024, Номер unknown, С. 100132 - 100132

Опубликована: Дек. 1, 2024

Язык: Английский

Процитировано

1
МЕНЕДЖМЕНТ ПРОЄКТІВ ІННОВАЦІЙНО ОРІЄНТОВАНИХ КЛАСТЕРНИХ БІЗНЕС-АГРОСТРУКТУР У СМАРТ-ЕКОНОМІЧНІЙ МОДЕЛІ DOI Creative Commons

Світлана Лутковська,

Наталія Коваль,

Оксана Лозова

и другие.

Financial and credit activity problems of theory and practice, Год журнала: 2024, Номер 6(59), С. 613 - 632

Опубликована: Дек. 30, 2024

У статті описане дослідження інструментів управління інноваційно орієнтованими кластерними бізнес-агроструктурами, які функціонують в умовах смарт-економіки, та оцінювання їх із особливим фокусом на аграрний сектор, де впровадження інновацій і новітніх технологій є вирішальним фактором для підвищення ефективності стійкості. Розглянуто основні підходи до інтеграції смарт-технологій у виробничі управлінські процеси агропромислових кластерів, що дозволяє суттєво оптимізувати операційну діяльність, знижувати витрати підвищувати конкурентоспроможність продукції. Дослідження акцентує увагу тому, як інноваційні рішення й технологічні досягнення можуть сприяти побудові гнучких адаптивних бізнес-моделей, підтримують ефективність діяльності сталий розвиток підприємств. Упровадження таких аграрні кластери сприяє підвищенню екологічної стійкості, знижуючи негативний вплив довкілля через оптимізацію ресурсів зменшення викидів. Результати містять практичні рекомендації агропідприємств, працюють складі щодо ефективного інноваційних підтримки економічної соціальної стійкості сучасної смарт-економіки. Такі орієнтовані інноваційного потенціалу підприємств, їхньої продуктивності адаптивності динамічного середовища агропромислового ринку. Стаття пропонує стратегічних інновацій, допомагають аграрним кластерам краще пристосуватися вимог сучасного ринку стати конкурентоспроможними глобальному рівні, забезпечуючи при цьому економічний екологічний розвиток.

Процитировано

1