Journal of Agricultural Big Data ›› 2026, Vol. 8 ›› Issue (2): 224-234.doi: 10.19788/j.issn.2096-6369.000129
Previous Articles Next Articles
SUN YuXiao1(
), LI Feng1, LI Bin2, LI YanLi1, DAI Feng3, HAO ZhiQiang1,*(
)
Received:2025-08-22
Accepted:2025-10-10
Online:2026-06-26
Published:2026-06-26
Contact:
HAO ZhiQiang
SUN YuXiao, LI Feng, LI Bin, LI YanLi, DAI Feng, HAO ZhiQiang. Research on the Construction and Governance of Data Security Index System for Agricultural Internet of Things[J].Journal of Agricultural Big Data, 2026, 8(2): 224-234.
Table 1
Types of agricultural IoT applications"
| 应用类型 | 主要特点 |
|---|---|
| 智能监测 | 通过传感器和摄像头,实时监测农田的温度、湿度、光照、土壤、水质、气象等参数,获取作物的生长情况、病虫害等信息[ |
| 智能控制 | 通过设置执行器和设备,根据监测数据和预设规则自动或远程控制灌溉、施肥、喷药采收等操作。 |
| 智能预警 | 通过利用大数据分析和人工智能技术,对监测数据进行挖掘预测,及时发现异常情况和潜在风险,提供预警信息和建议措施。 |
| 智能追溯 | 通过使用二维码、RFID等标识技术,对每个农产品进行唯一标识和记录,从种植、加工、运输到销售等各个环节都可以进行追溯[ |
Table 2
Application scenarios of agricultural internet of things"
| 应用场景 | 主要介绍 |
|---|---|
| 智慧农场 | 通过在农场中安装传感器、摄像头、无线通信设备等物联网设备,实现对农田土壤、作物、气象、环境等因素的实时监测和数据采集,通过数据分析、预测和调整,实现精准农业,提高农业生产效率和质量。 |
| 无人机农业 | 无人机通过搭载传感器和相机,进行农田土壤、作物、气象等因素的高效监测和数据采集,对农田进行精准施肥、病虫害预防等操作,实现农业生产的高效率和精度[ |
| 农业物流管理 | 农业产品的采摘、运输、储存等环节进行实时监控和管理。在物流设备和农产品包装中安装传感器等物联网设备,实现对农产品的追踪和管理。 |
Table 4
Reference for the evaluation system of agricultural IoT data security indicators"
| 基础类别 | 一级指标 | 二级指标 | |||
|---|---|---|---|---|---|
| 类别 | 权重(%) | 指标 | 权重(%) | 指标 | 权重(%) |
| 基础安全能力 | 25 | 设备身份认证 | 8 | 设备唯一标识符等 | 3 |
| 双向认证协议覆盖 | 3 | ||||
| 设备固件签名验证机制完备性 | 2 | ||||
| 数据加密保护 | 9 | 数据传输层加密率 | 4 | ||
| 敏感数据静态加密 | 3 | ||||
| 密钥管理规范性(如密钥轮换周期、HSM硬件支持) | 2 | ||||
| 访问控制 | 8 | 基于角色的访问控制策略 | 3 | ||
| 多因素认证在管理平台的应用 | 3 | ||||
| 接口调用权限最小化原则 | 2 | ||||
| 数据传输与 存储安全 | 30 | 网络通信安全 | 10 | 通信协议漏洞(如弱密码、明文传输)检测 | 4 |
| 边缘节点与云端数据同步的完整性校验 | 4 | ||||
| 网络流量异常实时监测覆盖 | 2 | ||||
| 数据完整性 | 10 | 哈希算法在数据校验中的应用 | 3 | ||
| 区块链技术用于关键数据防篡改覆盖 | 4 | ||||
| 数据备份与恢复机制完备性 | 3 | ||||
| 边缘计算安全 | 10 | 边缘节点数据本地化处理 | 4 | ||
| 边缘云协同任务分配的安全隔离策略完备性 | 4 | ||||
| 边缘设备固件升级漏洞修复及时 | 2 | ||||
| 隐私保护与 合规性 | 20 | 用户隐私管理 | 10 | 匿名化/假名化技术在个人数据中的应用 | 4 |
| 数据采集知情同意书签署 | 4 | ||||
| 《通用数据保护条例》(GDPR)/《中华人民共和国个人信息保护法》等合规性审计通过率 | 2 | ||||
| 数据生命周期管理 | 10 | 数据留存周期合规性 | 4 | ||
| 数据共享第三方时的脱敏处理 | 4 | ||||
| 日志审计记录的完整性与可追溯性 | 2 | ||||
| 物理与操作 安全 | 15 | 设备物理防护 | 10 | 农田边缘设备防拆卸/防篡改设计覆盖 | 4 |
| 设备部署环境的抗干扰能力 | 4 | ||||
| 设备丢失后的远程擦除功能启用 | 2 | ||||
| 人员操作规范 | 5 | 农户网络安全培训覆盖 | 2 | ||
| 运维人员权限分级管理制度执行率 | 2 | ||||
| 安全事件响应流程完备性 | 1 | ||||
| 威胁检测与 应急响应 | 10 | 威胁感知能力 | 7 | 入侵检测系统在边缘节点的部署 | 3 |
| 异常行为告警响应时间 | 2 | ||||
| 安全情报更新频率 | 2 | ||||
| 应急恢复能力 | 3 | 数据泄露事件平均修复时间(MTTR) | 1 | ||
| 灾难恢复计划测试 | 1 | ||||
| 安全事件事后复盘与改进措施落实 | 1 | ||||
| 100 | 100 | 100 | |||
| [1] | 腾讯安全. 全球最大肉类加工商被“黑”停摆,勒索病毒还要荼毒多少行业?[EB/OL]. 腾讯云, 2021-06-03 [2025-06-19]. https://cloud.tencent.com/developer/article/1831226. |
| Tencent Security. The world's largest meat processor was "hacked" and shut down. How many more industries will the ransomware virus harm[EB/OL]. Tencent Cloud, 2021-06-03 [2025-06-19]. https://cloud.tencent.com/developer/article/1831226. | |
| [2] | 上游新闻. 美国佛州供水系统遭黑客入侵调高碱液含量100倍险酿悲剧[EB/OL]. 腾讯网, 2021-02-09[2025-06-20]. https://news.qq.com/rain/a/20210209A047IS00. |
| Upstream News. Florida Water Supply System Hacked, Alkaline Content Increased 100 Times, Nearly Caused Tragedy[EB/OL]. Tencent, 2021-02-09[2025-06-20]. https://news.qq.com/rain/a/20210209A047IS00. | |
| [3] | 张建华, 孔繁涛, 吴建寨, 等. 农业物联网技术发展趋势预测. 农业展望, 2018, 14(9):68-72. |
| ZhANG J H, KONG F T, WU J Z, et al. Development trend of technology of agricultural internet of things. Agricultural Outlook, 2018, 14(9): 68-72. | |
| [4] | 赵春江. 智慧农业的发展现状与未来展望. 中国农业文摘-农业工程, 2021, 33(6):4-8. |
| ZHAO C J. Current situations and prospects of smart agriculture. Chinese Agricultural Abstracts-Agricultural Engineering, 2021, 33(6): 4-8. | |
| [5] |
DWIVEDI M D, KALRA S, DUBEY J, et al. Smart farming: monitoring of field status and control of irrigation using sensors and Esp8266 nodemcu module. Journal of Physics: Conference Series, 2023, 2570(1): 012035.
doi: 10.1088/1742-6596/2570/1/012035 |
| [6] |
GAO G D, XIAO K, CHEN M M. An Intelligent IoT-based control and traceability system to forecast and maintain water quality in freshwater fish farms. Computers and Electronics in Agriculture, 2019, 166:105013.
doi: 10.1016/j.compag.2019.105013 |
| [7] |
FU H T, LI Z, ZHANG W J, et al. Path planning for agricultural UAVs based on deep reinforcement learning and energy consumption constraints. Agriculture, 2025, 15(9): 943.
doi: 10.3390/agriculture15090943 |
| [8] | 王瑞锋, 王东升. 基于ARM技术的智慧农业网络架构布局分析. 农机化研究, 2021, 43(12):242-246. |
| WANG R F, WANG D S. Analysis of smart agricultural network architecture layout based on ARM technology. Journal of Agricultural Mechanization Research, 2021, 43(12): 242-246. | |
| [9] | 高浩天, 朱森林, 常歌, 等. 基于农业物联网的智能温室系统架构与实现. 农机化研究, 2018, 40(1):183-188. |
| GAO H T, ZHU S L, CHANG G, et al. Architecture and realization of intelligent greenhouse system based on agricultural internet of things. Journal of Agricultural Mechanization Research, 2018, 40(1): 183-188. | |
| [10] | 周鹏, 田维平. 农业物联网架构及应用研究. 农业网络信息, 2018(3): 3-7. |
| ZHOU P, TIAN W P. Research on the structure and application of agricultural internet of things. Agricultural Network Information, 2018(3):3-7. | |
| [11] | 陈光晓, 陈辉, 问静波, 等. 基于物联网的农产品质量监管与溯源系统设计. 计算机技术与发展, 2023, 33(1):27-33+73. |
| CHEN G X, CHEN H, WEN J B, et al. Design and implementation of agricultural product quality supervision and traceability system based on IoT. Computer Technology and Development, 2023, 33(1): 27-33+73. | |
| [12] | 全国信息技术标准化技术委员会(SAC/TC 28) 物联网信息交换和共享第1部分:总体架构:GB/T 36478.1─2018[S]. 中国标准出版社, 2018. |
| National Information Technology Standardization Technical Committee(SAC/TC 28). Internet of Things - Information Exchange and Sharing - Part 1: Overall Architecture: GB/T 36478.1─2018[S]. Standards Press of China, 2018. | |
| [13] | 全国信息技术标准化技术委员会(SAC/TC 28). 物联网感知控制设备接入第2部分:数据管理要求:GB/T 38637.2─2020[S]. 中国标准出版社, 2020. |
| National Information Technology Standardization Technical Committee(SAC/TC 28). Internet of Things - Perception and Control Device Access-Part 2: Data Management Requirements: GB/T 38637.2─2020[S]. Standards Press of China, 2020. | |
| [14] | 徐义鑫, 李凤菊, 徐磊, 等. 当前农业物联网安全面临的问题. 天津农业科学, 2020, 26(10):70-74. |
| XU Y X, LI F J, XU L, et al. Current Problems of Agricultural Internet of Things Security. Tianjin Agricultural Sciences, 2020, 26(10):70-74. | |
| [15] |
颜瑞, 王震, 李言浩, 等. 中国农业智能传感器的应用、问题与发展. 农业大数据学报, 2021, 3(2):3-15.
doi: 10.19788/j.issn.2096-6369.210201 |
|
YAN R, WANG Z, LI Y H, et al. The application, problems and development of China's agricultural smart sensors. Journal of Agricultural Big Data, 2021, 3(2): 3-15.
doi: 10.19788/j.issn.2096-6369.210201 |
|
| [16] | 曹梦川, 伍丹, 杜朋轩. 基于非对称加密算法的农业物联网数据加密解密模块的研究. 信息与电脑(理论版), 2022, 34(15):224-228. |
| CAO M C, WU D, DU P X. Research on agricultural internet of things data encryption and decryption module based on asymmetric encryption algorithm. Information and Computer (Theoretical Edition), 2022, 34 (15): 224-228. | |
| [17] | 谢晴晴, 董凡. 轻量级区块链技术综述. 软件学报, 2023, 34(1):33-49. |
| XIE Q Q, DONG F. Survey on lightweight blockchain technology. Journal of Software, 2023, 34(1): 33-49. | |
| [18] | 陈锦雯, 罗得寸, 唐呈俊, 等. 基于区块链的农业物联网可信溯源体系. 信息安全学报, 2022, 7(2):139-149. |
| CHEN J W, LUO D C, TANG C J, et al. The trusted traceability system of agricultural internet of things based on blockchain. Journal of Information Security, 2022, 7(2): 139-149. | |
| [19] |
HAS M, KREKOVIĆ D, KUŠEK M, et al. Efficient data management in agricultural IoT: compression, security, and MQTT protocol analysis. Sensors, 2024, 24(11): 3517.
doi: 10.3390/s24113517 |
| [20] |
谢人超, 廉晓飞, 贾庆民, 等. 移动边缘计算卸载技术综述. 通信学报, 2018, 39(11):138-155.
doi: 10.11959/j.issn.1000-436x.2018215 |
| XIE R C, LIAN X F, JIA Q M, et al. Survey on computation offloading in mobile edge computing. Journal of Communications, 2018, 39 (11): 138-155. | |
| [21] | 张依琳, 梁玉珠, 尹沐君, 等. 移动边缘计算中计算卸载方案研究综述. 计算机学报, 2021, 44(12):2406-2430. |
| ZHANG Y L, LIANG Y Z, YIN M J, et al. Survey on the methods of computation offloading in mobile edge computing. Journal of Computer Science, 2021, 44(12): 2406-2430. | |
| [22] |
PAN F, ZHANG B D, ZHAO X Y, et al. A lightweight, secure authentication model for the smart agricultural internet of things. Agronomy, 2023, 13(9): 2257.
doi: 10.3390/agronomy13092257 |
| [23] | 刘奇旭, 靳泽, 陈灿华, 等. 物联网访问控制安全性综述. 计算机研究与发展, 2022, 59(10):2190-2211. |
| LIU Q X, J Z, CHEN C H, et al. Survey on internet of things access control security. Computer Research and Development, 2022, 59(10): 2190-2211. |
| [1] | XUE YaDong, QIN Lin, HUANG NingHui, MENG XianJin, ZHANG ShuiHua. Classification and Grading Method for Forestry Data [J]. Journal of Agricultural Big Data, 2025, 7(2): 213-219. |
| [2] | WANG Jian, ZHOU GuoMin, ZHANG JianHua, XU ZhePing, LIU TingTing. Navigating the Distinctiveness of Research Data Protection: Framework and Mode [J]. Journal of Agricultural Big Data, 2024, 6(3): 307-324. |
| [3] | ZHANG NaiJing, JI Ping, XIAO YunDan. Forestry and Grassland Science Data Security Management and Protection [J]. Journal of Agricultural Big Data, 2024, 6(3): 392-399. |
| [4] | WU YunKun, YANG Ying, LI Hao, XIONG Jian, CHEN XiangLing. Exploration of Big Data Security Issues in the Field of Intelligent Agriculture [J]. Journal of Agricultural Big Data, 2024, 6(3): 380-391. |
| [5] | JIANG LuLu, WANG PengYao, LI ZongWen, LI ChengZan, LIAO FangYu, ZHOU YuanChun. Construction of a Secure System for Data Sharing Repository: the Practice of Science Data Bank [J]. Journal of Agricultural Big Data, 2024, 6(3): 351-362. |
| [6] | FU Yu, JIANG XiaoYi, WEI YangMing, TONG Xing, XU MoGen, WANG Yi. Design and Practice of Marine Scientific Data Security Governance System [J]. Journal of Agricultural Big Data, 2024, 6(2): 286-294. |
| [7] | ZHANG YaoNan, ZHANG MingCheng, KANG JianFang. Practice of Security Work in Scientific Data Centers-Taking the National Cryosphere Desert Data Center as an Example [J]. Journal of Agricultural Big Data, 2024, 6(2): 278-285. |
| [8] | WANG JiaRong, ZHOU CaiQiu, YUAN XinYang, ZHU YiMing, SUN QianRan, YAN Tian, CHEN Gang, QI FaZhi. National High Energy Physics Science Data Security System [J]. Journal of Agricultural Big Data, 2024, 6(2): 269-277. |
| [9] | XU Qi, HU XiaoYan, ZOU ZiMing, TONG JiZhou. Research on the Security Classification Conceptual Framework of Space Environment Scientific Data [J]. Journal of Agricultural Big Data, 2024, 6(2): 259-268. |
| [10] | LIU ZiLong, GONG Hao, WANG Juan, XIONG XingChuang. Research on the Trusted Level of Metrology Scientific Data [J]. Journal of Agricultural Big Data, 2024, 6(2): 253-258. |
| [11] | GONG HaiYan, MA FuQiang, ZHANG DaWei, LI XiaoGang. Application Analysis of Blockchain and Confidential Computing Technology in Material Database Platform [J]. Journal of Agricultural Big Data, 2024, 6(2): 241-252. |
| [12] | LU JunYan. Research Progress on Remote Sensing Image Invisible Watermarking Technology in Data Flow Scenarios [J]. Journal of Agricultural Big Data, 2024, 6(2): 220-229. |
| [13] | WEI Xin, KONG LiHua, WANG Yang. Research on Countermeasures of Scientific Data Exit Management in China [J]. Journal of Agricultural Big Data, 2024, 6(2): 156-160. |
| [14] | FEI YanYing, ZHANG XuFan. Rule of Law Safeguards for Agricultural and Rural Data Security in the Context of Digital Village Construction [J]. Journal of Agricultural Big Data, 2023, 5(3): 11-18. |
| [15] | GUAN Bolun, DONG Wei, ZHANG Liping, YANG Qianjin, WANG Yan. Development and Application of Traceability Tracking Platform for Ratooning Rice [J]. Journal of Agricultural Big Data, 2023, 5(1): 55-67. |
|
||

