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Table of Content
Volume 7 Issue 2, 26 June 2025
A Review of the Evolution and Applications of AI Knowledge Distillation Technology
MAO KeBiao, DAI Wang, GUO ZhongHua, SUN XueHong, XIAO LiuRui

Knowledge Distillation (KD) in Artificial Intelligence (AI) achieves model lightweighting through a teacher-student framework, emerging as a key technology to address the performance-efficiency bottleneck in deep learning. This paper s...

2025, 7(2):  144-154.  Doi: 10.19788/j.issn.2096-6369.000106
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Promoting the Transformation of Modern Agriculture: Reflections and Prospects for the Development of Smart Agriculture
KONG FanTao, ZHAO RenJie, ZHANG XinRui, LIU ZhenHu, CAO ShanShan

With the rapid development of information technology, smart agriculture, as an important direction for modern agriculture, is gradually becoming a key force in promoting the transformation and upgrading of agriculture in China. This ar...

2025, 7(2):  155-160.  Doi: 10.19788/j.issn.2096-6369.000090
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Crop Classification Research Based on Vehicle Images and HLS Time-series Remote Sensing Data
QIAN Tao, ZHAN YaTing, LI Yin, SONG Ke, SHAO MingChao, YU ZhongZhi, CHENG Tao, YAO Xia, ZHENG HengBiao, ZHU Yan, CAO WeiXing, JIANG ChongYa

This study aims to develop a crop classification method by integrating vehicle images with HLS time-series remote sensing data. The goal is to enhance classification efficiency and accuracy, addressing the limitations of traditional me...

2025, 7(2):  161-172.  Doi: 10.19788/j.issn.2096-6369.000098
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A Small Object Detection Model Based on Improved YOLO
YE DuanNan, LI GenTian

With the rapid development of deep learning technology, object detection has been widely applied in multiple fields. However, small object detection has limited detection performance due to its small size and unclear features. To addre...

2025, 7(2):  173-182.  Doi: 10.19788/j.issn.2096-6369.000073
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Design and Application of Online Analysis and Mining Platform for Agricultural Science Data
LI JiaLe, LIN Jia, HE ZiKang, WANG Jian, ZHANG JianHua, ZHOU GuoMin

With the development of data-driven scientific research paradigm, the role of agricultural science data in science and technology innovation is becoming more and more prominent, and consequently the methodological and technological res...

2025, 7(2):  183-192.  Doi: 10.19788/j.issn.2096-6369.000045
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A Comparative Analysis of Multidisciplinary General-Purpose Scientific Data Platforms: Taking Zenodo and ScienceDB as Examples
HE HaoYu, HOU ChunMei, SUN LiWei, CHI XiuLi, YE XiYan

The purpose of this study is to explore the similarities and differences between two representative multidisciplinary general-purpose scientific data platforms—Zenodo and ScienceDB—in terms of functionality, services, and community col...

2025, 7(2):  193-200.  Doi: 10.19788/j.issn.2096-6369.000063
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Research and Development of Agricultural Science Data Ontology Network System
CHEN XiaoJing, ZHAO XiaoYan, HE ZiKang, LIN Jia, LI JiaLe, SHEN JiaWei, FAN JingChao, YAN Shen, WANG Jian, ZHANG JianHua, ZHOU GuoMin

The construction of agricultural science data ontology network is an important part of agricultural science data analysis and mining. It can integrate data scattered in different databases and different formats, correlate and integrate...

2025, 7(2):  201-212.  Doi: 10.19788/j.issn.2096-6369.000083
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Classification and Grading Method for Forestry Data
XUE YaDong, QIN Lin, HUANG NingHui, MENG XianJin, ZHANG ShuiHua

With the rapid development of forestry information technology, the forestry field has gradually realized the importance of data resources. This study aims to systematically manage forestry data by studying classification and grading me...

2025, 7(2):  213-219.  Doi: 10.19788/j.issn.2096-6369.000091
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Crop Trait Regulating-genes Knowledge Graph Datasets
ZHANG DanDan, ZHAO RuiXue, KOU YuanTao, XIAN GuoJian

As the cornerstone of ensuring national food security and the effective supply of important agricultural products, the seed industry has always been the direction of breeders' efforts to cultivate new crop varieties with the aggregatio...

2025, 7(2):  220-226.  Doi: 10.19788/j.issn.2096-6369.100051
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Variant Site Dataset of 99 Durio zibethinus Germplasm Resources
JI XiaoHao, ZHENG DaoJun, XIE ShengHua, SHI Meng, ZHONG YiWang, WANG YingYing, WANG XiaoDi, LIU FengZhi, FENG XueJie, WANG HaiBo

Durian has high economic and nutritional value. In China, the durian industry is highly dependent on imports. The durian industry in Hainan Province is in its infancy, characterized by limited acreage, low yield, complete reliance on i...

2025, 7(2):  227-237.  Doi: 10.19788/j.issn.2096-6369.100040
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Dataset of Anthocyanin Component Contents in the Skins of 188 Grape Varieties
WU YaJing, JI XiaoHao, YU YiFei, SHI Meng, WANG BaoLiang, WANG XiaoDi, LIU FengZHi, LI MingLiang, WANG He, LIU Jun, WANG HaiBo

The color of grape skins shows a rich genetic diversity, ranging from green to yellow, then to red, purple, and even black. The components and content of anthocyanins are the species basis for the formation of red color in grape skins....

2025, 7(2):  238-245.  Doi: 10.19788/j.issn.2096-6369.100020
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A Dataset on Leaf Functional Traits of a Pioneer Species (Pyracantha fortuneana) in the Karst Region of Guizhou, Southwest China
DU JiaoYan, ZHANG HongYu, LI AnDing, CAO Yang, CAI GuoJun

Understanding the responses of leaf functional traits of plants to environmental changes is crucial for revealing plant adaptation strategies. Leaf trait databases have emerged as a crucial tool for investigating plant adaptation and a...

2025, 7(2):  246-245.  Doi: 10.19788/j.issn.2096-6369.100047
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Landsat8 Image Training Data Set of Grassland Types in Tarbagatay Prefecture in 2023
YANG YanXiao, LI QuanSheng, HU Lin, ZHANG XianHua, SUN Wei

Grassland resources are the material basis of animal husbandry production and the gene pool of biodiversity, which have the ecological functions of preventing wind, fixing sand and conserving water. Grassland classification based on sa...

2025, 7(2):  255-260.  Doi: 10.19788/j.issn.2096-6369.100052
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Construction Data Set of Knowledge Map of main Crops Approved Varieties in Guangdong Province from 2016 to 2023
GAO ZhuoJun, ZHANG DanDan, CHEN RongYu

This study is carried out in combination with the data of crops approved varieties in Guangdong Province and related technologies of knowledge map. Seed industry is the initial link of agricultural industrial chain and an important pil...

2025, 7(2):  261-268.  Doi: 10.19788/j.issn.2096-6369.100042
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Survey Dataset of Agricultural Products Processing Enterprises of Bengbu City, Anhui Province, 2023
XIA Zhang

Bengbu City is located in the middle reaches of the Huaihe River in Anhui Province, with obvious advantages in agricultural development. In recent years, the municipal government of Bengbu attaches great importance to the development o...

2025, 7(2):  269-275.  Doi: 10.19788/j.issn.2096-6369.100046
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Monitoring Dataset of Vegetable Production and Sales in Beijing- Tianjin-Hebei Region (2021-2023)
CHEN Li, WANG Jian, ZHAO AnPing, WANG XiaoDong, LIU Juan, WANG ShiRui, NING XiaoHan, WANG ZengFei, YANG WeiJia

Vegetables are one of the important supporting industries for agriculture and rural economy, and also an important component of the "vegetable basket" for urban and rural residents. Under the coordinated development of the Beijing-Tian...

2025, 7(2):  276-280.  Doi: 10.19788/j.issn.2096-6369.100054
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