智慧农业驱动下广西蔗糖产业数字化管理创新研究OA
Research on the Innovation of Digital Management of Guangxi's Sugar Industry Driven by Smart Agriculture
本研究旨在探索智慧农业技术对广西蔗糖产业全链条数字化管理体系的革新路径.通过文献分析法梳理全球智慧农业发展范式,运用大数据技术解析2018-2024 年广西甘蔗种植面积、单产波动(标准差±0.83 吨/公顷)与糖价关联性(Pearson系数0.76),结合案例比较法剖析巴西圣保罗州与云南临沧的数字化转型经验.研究发现:广西蔗区传感器覆盖率仅38.7%,低于全国农业均值(52.4%),且数据孤岛导致产业链协同效率损失约12 亿元/年.创新提出"云边端协同管理模型",通过无人机光谱监测(精度提升至92.5%)、区块链溯源系统(数据上链时间缩短至0.4 秒)和AI糖价预测模型(MAPE=4.3%)实现全要素优化.建议建立省级甘蔗数字孪生平台,完善涉农数据确权机制,培育"数字蔗农"职业认证体系(参考欧盟AgriSkills标准).研究为边疆民族地区特色农业数字化转型提供理论范式与实践参考.
This study explores innovative pathways for applying smart agriculture technologies to revolutionize the full-chain digital management system in Guangxi's sugarcane industry.Through literature analysis of global smart agriculture paradigms,big data analytics on Guangxi's sugarcane cultivation area(2018-2024),yield fluctuations(standard deviation±0.83 tons/ha),and sugar price correlations(Pearson coefficient 0.76),combined with case comparisons of digital transformation in São Paulo State(Brazil)and Lincang(Yunnan),several findings emerge.Current status reveals Guangxi's sensor coverage in sugarcane fields reaches only 38.7%,below the national agricultural average(52.4%),with data silos causing annual collaborative efficiency losses approximating ¥12 billion.The proposed"cloud-edge-device collaborative management model"demonstrates technical breakthroughs:UAV spectral monitoring achieves 92.5%accuracy,blockchain traceability reduces data chaining time to 0.4 seconds,and AI-based price prediction models attain MAPE of 4.3%.Policy recommendations emphasize establishing a provincial sugarcane digital twin platform,improving agricultural data ownership mechanisms,and developing a"Digital Sugarcane Farmer"certification system aligned with EU AgriSkills standards.This research provides theoretical frameworks and practical references for digital transformation of characteristic agriculture in China's border ethnic regions.
李建华
南丹县科学技术开发中心,广西 河池 547200
农业科技
智慧农业数字化管理创新云边端协同数据孤岛治理区块链溯源
Smart AgricultureDigital Management InnovationCloud-Edge-Device CollaborationData Silos GovernanceBlockchain Traceability
《中国甜菜糖业》 2026 (1)
10-15,6
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