Proposal of model for prediction of grape processing and spraying time by using IoT smart agriculture sensor data

IF 16.4 1区化学 Q1 CHEMISTRY, MULTIDISCIPLINARY

Accounts of Chemical Research Pub Date : 2024-03-01 DOI:10.59035/doqn6033

Jakup Fondaj, Mentor Hamit, Samedin Krrabaj, Xhemal Zenuni, Jaumin Ajdari

引用次数: 0

Abstract

The grape industry's impact on agriculture and the economy requires precise forecasting for processing and spraying schedules to optimize production. This article introduces an innovative IoT-based model for predicting optimal timings in grape processing and spraying. By integrating real-time environmental and viticultural data, the model improves decision-making, enhancing product quality, reducing energy consumption, and increasing operational efficiency. Crucially, SARIMA predictive algorithms forecast parameters like temperature, humidity, wind speed, and air pressure. This comprehensive model transforms the grape industry, offering advanced decision support and promoting sustainable, resource-efficient production. The research signals a potential shift to precision agriculture, balancing economic viability with environmental stewardship in grapes.

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利用物联网智能农业传感器数据预测葡萄加工和喷洒时间的模型建议

葡萄产业对农业和经济的影响要求对加工和喷洒计划进行精确预测，以优化生产。本文介绍了一种基于物联网的创新模型，用于预测葡萄加工和喷洒的最佳时间。通过整合实时环境和葡萄栽培数据，该模型可改善决策，提高产品质量，降低能耗，提高运营效率。最重要的是，SARIMA 预测算法可预测温度、湿度、风速和气压等参数。这一综合模型改变了葡萄产业，提供了先进的决策支持，促进了可持续的资源节约型生产。这项研究预示着向精准农业的潜在转变，在葡萄的经济可行性与环境管理之间实现平衡。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Accounts of Chemical Research 化学-化学综合

CiteScore

31.40

自引率

1.10%

发文量

312

审稿时长

2 months

期刊介绍： Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.