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RayBooster: A Ray Tracing Engine to Accelerate SedonaDB

Summary: RayBooster integrates GPU RT cores into production SedonaDB for spatial joins. A GPU-friendly layout, monolithic ID-encoded BVH, unified DE-9IM RelateEngine, and memory-aware execution yield up to 5.93× speedup and 59% lower cost. (summarized by gpt-5.6-luna on Aug 28 2026)

Paper ID
h9313bcf3feb54073
Venue
VLDB
Year
2026
Pagerank
4.9769913e-05
Overall Rank
10,915 | 26.64%
DOI
10.14778/3827998.3828004
PDF
Download (CC BY-NC-ND 4.0)

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Authors

BibTeX Citation

@article{geng_vldb26,
        title = {{RayBooster: A Ray Tracing Engine to Accelerate SedonaDB}},
        author = {Geng, Liang and Lee, Rubao and Dunnington, Dewey and Zhang, Feng and Yu, Jia and Zhang, Xiaodong},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {12},
        pages = {3902--3915},
        doi = {10.14778/3827998.3828004},
        url = {https://doi.org/10.14778/3827998.3828004},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0019923528
8 The K-D-B-Tree: A Search Structure for Large Multidimensional Dynamic Indexes 1981 SIGMOD 0.00081200096
71 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00037724477
775 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.0001407924
1,081 Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce 2013 VLDB 0.00012126286
1,269 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.00011254742
1,542 HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics 2016 VLDB 0.0001030858
2,202 Mega-KV: A Case for GPUs to Maximize the Throughput of In-Memory Key-Value Stores 2015 VLDB 8.8707587e-05
2,460 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.4308406e-05
2,466 Concurrent Analytical Query Processing with GPUs 2014 VLDB 8.4182778e-05
2,887 Efficient Join Algorithms For Large Database Tables in a Multi-GPU Environment 2021 VLDB 7.9044174e-05
3,691 RTIndex: Exploiting Hardware-Accelerated GPU Raytracing for Database Indexing 2023 VLDB 7.0909492e-05
4,074 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 6.8175757e-05
4,138 The Art of Balance: A RateupDB Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 6.782996e-05
4,484 GPU Database Systems Characterization and Optimization 2024 VLDB 6.5776765e-05
4,647 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 6.4850635e-05
5,472 GPU Rasterization for Real-Time Spatial Aggregation over Arbitrary Polygons 2018 VLDB 6.1168576e-05
5,694 DuckDB-Wasm: Fast Analytical Processing for the Web 2022 VLDB 6.0323825e-05
6,234 A GPU-friendly Geometric Data Model and Algebra for Spatial Queries 2020 SIGMOD 5.8409173e-05
6,447 RTScan: Efficient Scan with Ray Tracing Cores 2024 VLDB 5.7798274e-05
8,280 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 5.3616863e-05
8,628 Accelerating Pathology Image Data Cross-Comparison on CPU-GPU Hybrid Systems 2012 VLDB 5.2991344e-05
8,812 SwiftSpatial: Spatial Joins on Modern Hardware 2025 SIGMOD 5.270772e-05
10,946 RayDB: Building Databases with Ray Tracing Cores 2026 VLDB 4.9769913e-05
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