學術成果
大約 2 分鐘
學術成果
Apache IoTDB 始于清華大學軟件學院。IoTDB 是一個用于管理大量時間序列數據的數據庫，它采用了列式存儲、數據編碼、預計算和索引技術，具有類 SQL 的接口，可支持每秒每節點寫入數百萬數據點，可以秒級獲得超過數萬億個數據點的查詢結果。它還可以很容易地與 Apache Hadoop、MapReduce 和 Apache Spark 集成以進行分析。
相關研究論文如下：
- Grouping Time Series for Efficient Columnar Storage, Chenguang Fang, Shaoxu Song, Haoquan Guan, Xiangdong Huang, Chen Wang, Jianmin Wang. SIGMOD 2023.
- Learning Autoregressive Model in LSM-Tree based Store, Yunxiang Su, Wenxuan Ma, Shaoxu Song. SIGMOD 2023.
- TsQuality: Measuring Time Series Data Quality in Apache IoTDB, Yuanhui Qiu, Chenguang Fang, Shaoxu Song, Xiangdong Huang, Chen Wang, Jianmin Wang. VLDB 2023.
- Frequency Domain Data Encoding in Apache IoTDB, Haoyu Wang, Shaoxu Song. VLDB 2023.
- Non-Blocking Raft for High Throughput IoT Data, Tian Jiang, Xiangdong Huang, Shaoxu Song, Chen Wang, Jianmin Wang, Ruibo Li, Jincheng Sun. ICDE 2023.
- Backward-Sort for Time Series in Apache IoTDB, Xiaojian Zhang, Hongyin Zhang, Shaoxu Song, Xiangdong Huang, Chen Wang, Jianmin Wang. ICDE 2023.
- Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB, Jinzhao Xiao, Yuxiang Huang, Changyu Hu, Shaoxu Song, Xiangdong Huang, Jianmin Wang. VLDB 2022.
- Separation or Not: On Handing Out-of-Order Time-Series Data in Leveled LSM-Tree, Yuyuan Kang, Xiangdong Huang, Shaoxu Song, Lingzhe Zhang, Jialin Qiao, Chen Wang, Jianmin Wang, Julian Feinauer. ICDE 2022.
- Dual-PISA: An index for aggregation operations on time series data, Jialin Qiao, Xiangdong Huang, Jianmin Wang, Raymond K Wong. IS 2020.
- Apache IoTDB: time-series database for internet of things, Chen Wang, Xiangdong Huang, Jialin Qiao, Tian Jiang, Lei Rui, Jinrui Zhang, Rong Kang, Julian Feinauer, Kevin A. McGrail, Peng Wang, Jun Yuan, Jianmin Wang, Jiaguang Sun. VLDB 2020.
- KV-match: A Subsequence Matching Approach Supporting Normalization and Time Warping, Jiaye Wu and Peng Wang and Chen Wang and Wei Wang and Jianmin Wang. ICDE 2019.
- The Design of Apache IoTDB distributed framework, Tianan Li, Jianmin Wang, Xiangdong Huang, Yi Xu, Dongfang Mao, Jun Yuan. NDBC 2019.
- Matching Consecutive Subpatterns over Streaming Time Series, Rong Kang and Chen Wang and Peng Wang and Yuting Ding and Jianmin Wang. APWeb/WAIM 2018.
- PISA: An Index for Aggregating Big Time Series Data, Xiangdong Huang and Jianmin Wang and Raymond K. Wong and Jinrui Zhang and Chen Wang. CIKM 2016.