TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications

Summary: TSM-Bench: a monitoring-focused TSDB benchmark combining representative continuous/analytical queries from a water-monitoring use case with a scalable realistic data/workload generator based on GANs+LSH. Evaluates seven TSDBs to expose capabilities and trade-offs for ingest, continuous queries, anomaly detection and forecasting. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13172
Venue: VLDB
Year: 2023
Pagerank: 4.4113784e-05
Overall Rank: 8,991 | 37.52%
DOI: 10.14778/3611479.3611532

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,657	STsCache: An Efficient Semantic Caching Scheme for Time-series Data Workloads Based on Hybrid Storage	2025	VLDB	4.1905499e-05
10,682	Improving Time Series Data Compression in Apache IoTDB	2025	VLDB	4.1905499e-05
10,837	Cardinality Estimation for Similarity Search on High-Dimensional Data Objects: The Impact of Reference Objects	2025	VLDB	4.1905499e-05
11,112	SEER: An End-to-End Toolkit for Benchmarking Time Series Database Systems in Monitoring Applications	2024	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
339	OLTP-Bench: An Extensible Testbed for Benchmarking Relational Databases	2014	VLDB	0.00026895683
537	Fast Time Sequence Indexing for Arbitrary L_p Norms	2000	VLDB	0.00020650291
1,164	Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures	2008	VLDB	0.00013572951
1,253	Anomaly Detection in Time Series: A Comprehensive Evaluation	2022	VLDB	0.00013019488
2,151	RINSE: Interactive Data Series Exploration with ADS+	2015	VLDB	9.4234044e-05
2,282	Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series	2020	VLDB	9.1173974e-05
2,381	TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection	2022	VLDB	8.9241557e-05
2,423	Data Synthesis based on Generative Adversarial Networks	2018	VLDB	8.8447357e-05
2,644	Locality-Sensitive Hashing for Earthquake Detection: A Case Study of Scaling Data-Driven Science	2018	VLDB	8.3849568e-05
4,062	GRAIL: Efficient Time-Series Representation Learning	2019	VLDB	6.4792249e-05
4,193	New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed	2021	VLDB	6.3657766e-05
4,885	Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration	2020	VLDB	5.8509546e-05
4,892	Forecasting Big Time Series: Old and New	2018	VLDB	5.8474831e-05
5,023	AutoCTS: Automated Correlated Time Series Forecasting	2022	VLDB	5.7473072e-05
5,070	Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB	2022	VLDB	5.7133478e-05
5,248	Fast and Scalable Mining of Time Series Motifs with Probabilistic Guarantees	2022	VLDB	5.6013482e-05
6,279	Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks	2023	VLDB	5.1241232e-05
6,673	Discovering Longest-lasting Correlation in Sequence Databases	2013	VLDB	4.962156e-05
6,731	ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams	2021	VLDB	4.9436119e-05
6,786	Interactive Time Series Exploration Powered by the Marriage of Similarity Distances	2017	VLDB	4.9210246e-05
6,953	Inspector Gadget: A Data Programming-based Labeling System for Industrial Images	2021	VLDB	4.8817419e-05
7,398	SmartBench: A Benchmark For Data Management In Smart Spaces	2020	VLDB	4.7364678e-05
8,775	The Inherent Time Complexity and An Efficient Algorithm for Subsequence Matching Problem	2022	VLDB	4.4500701e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
5,363	An In-Depth Benchmarking of Text-to-SQL Systems	2021	SIGMOD	5.5467941e-05
4,441	Generating Databases for Query Workloads	2010	VLDB	6.1795515e-05
7,887	SQLStorm: Taking Database Benchmarking into the LLM Era	2025	VLDB	4.6218382e-05
11,342	Scalable Time Series Compound Infrastructure	2022	SIGMOD	4.1905499e-05
10,745	TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection	2025	VLDB	4.1905499e-05
10,645	TAB: Unified Benchmarking of Time Series Anomaly Detection Methods	2025	VLDB	4.1905499e-05
9,682	Lindorm TSDB: A Cloud-native Time-series Database for Large-scale Monitoring Systems	2023	VLDB	4.3006524e-05
7,398	SmartBench: A Benchmark For Data Management In Smart Spaces	2020	VLDB	4.7364678e-05
8,222	TSGBench: Time Series Generation Benchmark	2024	VLDB	4.5509275e-05
11,112	SEER: An End-to-End Toolkit for Benchmarking Time Series Database Systems in Monitoring Applications	2024	VLDB	4.1905499e-05