Demand-based Sensor Data Gathering with Multi-Query Optimization
Summary: Demand-driven sensor acquisition jointly optimizes read and transmission schedules across concurrent queries, reducing bandwidth, energy, and device work while preserving accuracy. Combines multi-query sharing with ML-based adaptive sampling and validates it on deployed hardware and real traces. (summarized by gpt-5.6-luna on Jul 24 2026)
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Authors
- 1. Julius Hülsmann (Technical University of Berlin)
- 2. Jonas Traub (Technical University of Berlin)
- 3. Volker Markl (Technical University of Berlin)
BibTeX Citation
@article{hulsmann_vldb20,
title = {{Demand-based Sensor Data Gathering with Multi-Query Optimization}},
author = {Hülsmann, Julius and Traub, Jonas and Markl, Volker},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {12},
pages = {2801--2804},
doi = {10.14778/3415478.3415479},
url = {https://doi.org/10.14778/3415478.3415479},
year = {2020}
}
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| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 220 | Storm @Twitter | 2014 | SIGMOD | 0.00024244587 |
| 5,215 | The NebulaStream Platform: Data and Application Management for the Internet of Things | 2020 | CIDR | 6.3124972e-05 |
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