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Storage method based on large redundancy time series data

A technology of time series data and redundancy, applied in the field of data processing, can solve the problems of high maintenance cost, high storage cost, poor performance of massive data aggregation and analysis, etc.

Active Publication Date: 2020-07-10
ZHEJIANG YONGGUI ELECTRIC EQUIP
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0007] 1. High storage cost: poor compression of time series data requires a lot of machine resources;
[0008] 2. High maintenance cost: stand-alone system requires manual sub-database and sub-table at the upper layer, and the maintenance cost is high;
[0009] 3. Low write throughput: The write throughput of a single machine is low, and it is difficult to meet the write pressure of tens of millions of sequential data;
[0010] 4. Poor query performance: suitable for transaction processing, poor aggregation analysis performance of massive data

Method used

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Examples

Experimental program
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Effect test

Embodiment Construction

[0041] The present invention will be further described below in conjunction with embodiment.

[0042] A method for storing time-series data based on large redundancy, specifically comprising the following steps:

[0043] Step 1. The sensor sends time series data to the server, and the server uses an in-memory database (redis database is used in this embodiment) as a cache. The time series data in the memory database is called by the service platform and displayed to the real-time data monitoring terminal. Under normal circumstances, the data monitoring terminal only needs to monitor short-term data, and the real-time time-sharing data is stored in the redis database. In this embodiment, an identifier is assigned to each sensor, and the time-sharing data is cached with the date included.

[0044] Step 2. After the time-series data sent by the sensor reaches the set period of measurement and control time or completes the phased measurement task, the server stores the time-serie...

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PUM

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Abstract

The invention discloses a storage method based on large redundancy time series data. A traditional relational database is high in storage cost, low in write-in throughput and poor in query performancewhen storing time series data. The server provided by the invention uses a memory database as a cache. After the time series data sent by the sensor reaches a set period of measurement and control time or a staged measurement task is completed, the server stores the time series data cached in the memory database in a disk database in a redundancy elimination storage format to become historical data of the period of measurement and control time or the staged measurement task; when historical data needs to be searched and analyzed, calling is performed according to different storage formats. Historical data is stored in a compressed mode, redundancy of the data is removed, space expenditure of a server hard disk is reduced, the number of rows of the data is reduced, and the historical datacan be called rapidly and accurately when calling is needed.

Description

technical field [0001] The invention belongs to the technical field of data processing, and in particular relates to a storage method based on large redundancy time series data. Background technique [0002] As one of the three foundations of information technology, sensor technology is a high-tech that is being developed by developed countries. With the advancement of economy and technology, the popularization of the Internet and the development of the information highway, a large number of sensors for various purposes have been deployed in every corner of society to ensure the safety and convenience of people's lives. [0003] A large number of sensors also generate a large amount of data, which not only occupies a large amount of network bandwidth during transmission, but also requires a large number of hardware systems to store historical data with the accumulation of applications. If the data is not processed accordingly, there will be a lot of redundant data. When re...

Claims

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Application Information

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IPC IPC(8): G06F16/174G06F16/17G06F16/172
CPCG06F16/1744G06F16/1737G06F16/172
Inventor 张桦周青吴以凡许斌
Owner ZHEJIANG YONGGUI ELECTRIC EQUIP
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