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March 18, 2026Atmosphere0 citationsOpen Access

Route-Aware Adaptive Variable-Resolution Storage of Gridded Meteorological Data: A Case Study Using Weather Radar Data

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JLJie LiXCXi ChenXHXiaojian Hu

Key Points

  • The aim is to improve the storage and access of high-resolution gridded meteorological data by implementing a route-aware adaptive storage strategy.
  • Developed an adaptive variable-resolution storage (AVRS) strategy.
  • Partitioned the spatial domain into fixed-size blocks.
  • Dynamically assigned storage resolution based on radar reflectivity and air-route traffic density.
  • Evaluated performance using composite radar reflectivity (CREF) data.
  • AVRS approach reduced storage volume while preserving reconstruction accuracy.
  • Maintained high fidelity in key convective structures.
  • Significantly accelerated route-oriented point-based queries compared to traditional storage methods.

Abstract

The increasing availability of high-resolution gridded meteorological data poses significant challenges for efficient storage and rapid data access. This study proposes a route-aware adaptive variable-resolution storage (AVRS) strategy for gridded meteorological datasets. The spatial domain is partitioned into fixed-size blocks and storage resolution is dynamically assigned based on radar reflectivity characteristics and air-route traffic density, prioritizing aviation-relevant regions while reducing redundancy elsewhere. Composite radar reflectivity (CREF) data are used as a case study to evaluate storage efficiency, reconstruction accuracy, and query performance. Experimental results indicate that AVRS approach reduces storage volume while maintaining high reconstruction fidelity and preserving key convective structures. In addition, route-oriented point-based queries are significantly accelerated compared with conventional uniform-resolution storage. The proposed AVRS framework provides a scalable and aviation-oriented storage solution for large-scale gridded meteorological data, with potential benefits for atmospheric research and air traffic operations.

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Cite This Study

Li et al. (2026) studied this question.

synapsesocial.com/papers/69ba426d4e9516ffd37a2a4ehttps://doi.org/10.3390/atmos17030300
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