arXiv:2506.13327cs.CV2025-06被引 3

融合雷达与光学指数,精准监测葡萄园生长动态

Joint Analysis of Optical and SAR Vegetation Indices for Vineyard Monitoring: Assessing Biomass Dynamics and Phenological Stages over Po Valley, Italy

  • 首次结合双极化雷达植被指数与光学指数分析葡萄园
  • 雷达指数呈抛物线变化,与生物量增长阶段高度相关
  • 适合关注农业遥感、气候变化适应的科研与从业者

多极化合成孔径雷达(SAR)技术因全天时、全天候观测和高重访频率,在农业监测中日益受到关注。本研究首次系统分析双极化雷达植被指数(DpRVI)与光学指数在葡萄园监测中的联合应用。由于葡萄园具有明显的行向非各向同性散射特性,使其成为遥感探测的典型挑战目标。研究揭示,DpRVI与光学指数相关性较低,信息互补性强;其值随生长季呈抛物线变化,可能与基于温克勒指数估算的生物量动态有关。不同于反映叶绿素含量的光学指数,DpRVI更直接关联生物量增长,且与特定物候阶段吻合。初步结果表明,DpRVI具备区分葡萄园与其他作物的潜力。该研究支持意大利国家复苏与韧性计划(PNRR-NODES)推动的基于自然解决方案(NbS)的可持续葡萄园管理目标,助力气候适应与风险减缓策略的遥感技术集成。

原文摘要 · Abstract (English)

Multi-polarized Synthetic Aperture Radar (SAR) technology has gained increasing attention in agriculture, offering unique capabilities for monitoring vegetation dynamics thanks to its all-weather, day-and-night operation and high revisit frequency. This study presents, for the first time, a comprehensive analysis combining dual-polarimetric radar vegetation index (DpRVI) with optical indices to characterize vineyard crops. Vineyards exhibit distinct non-isotropic scattering behavior due to their pronounced row orientation, making them particularly challenging and interesting targets for remote sensing. The research further investigates the relationship between DpRVI and optical vegetation indices, demonstrating the complementary nature of their information. We demonstrate that DpRVI and optical indices provide complementary information, with low correlation suggesting that they capture distinct vineyard features. Key findings reveal a parabolic trend in DpRVI over the growing season, potentially linked to biomass dynamics estimated via the Winkler Index. Unlike optical indices reflecting vegetation greenness, DpRVI appears more directly related to biomass growth, aligning with specific phenological phases. Preliminary results also highlight the potential of DpRVI for distinguishing vineyards from other crops. This research aligns with the objectives of the PNRR-NODES project, which promotes nature-based solutions (NbS) for sustainable vineyard management. The application of DpRVI for monitoring vineyards is part of integrating remote sensing techniques into the broader field of strategies for climate-related change adaptation and risk reduction, emphasizing the role of innovative SAR-based monitoring in sustainable agriculture.

遥感监测雷达植被指数葡萄园管理物候分析

Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。