標(biāo)準(zhǔn)解讀

《GB/T 44811-2024 物聯(lián)網(wǎng) 數(shù)據(jù)質(zhì)量評價(jià)方法》是針對物聯(lián)網(wǎng)領(lǐng)域內(nèi)數(shù)據(jù)質(zhì)量管理的一套國家標(biāo)準(zhǔn)。該標(biāo)準(zhǔn)主要規(guī)定了在物聯(lián)網(wǎng)應(yīng)用中對數(shù)據(jù)質(zhì)量進(jìn)行評估的方法,包括但不限于準(zhǔn)確性、完整性、一致性、及時(shí)性等多個(gè)維度。

根據(jù)此標(biāo)準(zhǔn),首先定義了數(shù)據(jù)質(zhì)量的相關(guān)術(shù)語和概念,明確了數(shù)據(jù)質(zhì)量評價(jià)的基本原則,強(qiáng)調(diào)了評價(jià)過程應(yīng)遵循客觀公正的原則。接下來,詳細(xì)描述了如何構(gòu)建數(shù)據(jù)質(zhì)量指標(biāo)體系,這些指標(biāo)覆蓋了從數(shù)據(jù)采集到數(shù)據(jù)處理直至數(shù)據(jù)使用的整個(gè)生命周期,并且考慮到了不同應(yīng)用場景下可能存在的特殊需求。

對于具體的操作流程,《GB/T 44811-2024》給出了詳細(xì)的指導(dǎo)步驟,包括確定評價(jià)目標(biāo)、選擇合適的評價(jià)模型或工具、收集所需的數(shù)據(jù)樣本、執(zhí)行數(shù)據(jù)分析以及生成最終的評價(jià)報(bào)告等環(huán)節(jié)。此外,還特別提到了需要關(guān)注的一些關(guān)鍵點(diǎn),比如如何處理缺失值、異常值等問題,以及怎樣確保所選樣本具有代表性等。

最后,該標(biāo)準(zhǔn)也討論了實(shí)施過程中可能會(huì)遇到的問題及解決策略,旨在幫助企業(yè)或組織更好地理解和應(yīng)用這套方法論來提升其物聯(lián)網(wǎng)項(xiàng)目中的數(shù)據(jù)管理水平。通過遵循這一系列指南,相關(guān)方可以更加系統(tǒng)地識(shí)別并改善數(shù)據(jù)質(zhì)量問題,從而為決策提供更加可靠的信息支持。


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文檔簡介

ICS

35.240.01

CCS

L70

中華人民共和國國家標(biāo)準(zhǔn)

GB/T44811—2024

物聯(lián)網(wǎng)數(shù)據(jù)質(zhì)量評價(jià)方法

Internetofthings—Dataqualityevaluationmethods

2024-10-26發(fā)布2025-05-01實(shí)施

國家市場監(jiān)督管理總局發(fā)布

國家標(biāo)準(zhǔn)化管理委員會(huì)

GB/T44811—2024

目次

前言

·····································································································

1

范圍

··································································································

1

2

規(guī)范性引用文件

······················································································

1

3

術(shù)語和定義

···························································································

1

4

評價(jià)框架

······························································································

1

5

數(shù)據(jù)范圍界定

·························································································

2

6

數(shù)據(jù)質(zhì)量檢查

·························································································

2

6.1

評價(jià)指標(biāo)

·························································································

2

6.2

匹配規(guī)則

·························································································

3

6.3

檢查實(shí)施

·························································································

3

7

權(quán)重分析

······························································································

3

7.1

概述

······························································································

3

7.2

業(yè)務(wù)權(quán)重分析

····················································································

3

7.3

數(shù)據(jù)權(quán)重分析

····················································································

4

8

評價(jià)結(jié)果計(jì)算

·························································································

4

8.1

概述

······························································································

4

8.2

質(zhì)量檢查分?jǐn)?shù)計(jì)算

···············································································

4

8.3

評價(jià)指標(biāo)分?jǐn)?shù)計(jì)算

···············································································

4

8.4

綜合評價(jià)分?jǐn)?shù)計(jì)算

···············································································

4

9

評價(jià)保障

······························································································

5

9.1

制度保障

·························································································

5

9.2

技術(shù)保障

·························································································

5

9.3

系統(tǒng)保障

·························································································

5

9.4

安全保障

·························································································

5

參考文獻(xiàn)

··································································································

6

GB/T44811—2024

前言

本文件按照GB/T1.1—2020《標(biāo)準(zhǔn)化工作導(dǎo)則第1部分:標(biāo)準(zhǔn)化文件的結(jié)構(gòu)和起草規(guī)則》的規(guī)

定起草。

請注意本文件的某些內(nèi)容可能涉及專利。本文件的發(fā)布機(jī)構(gòu)不承擔(dān)識(shí)別專利的責(zé)任。

本文件由全國信息技術(shù)標(biāo)準(zhǔn)化技術(shù)委員會(huì)(SAC/TC28)提出并歸口。

本文件起草單位:中國電子技術(shù)標(biāo)準(zhǔn)化研究院、中廣核智能科技(深圳)有限責(zé)任公司、廣東電網(wǎng)

有限責(zé)任公司、中國電子信息產(chǎn)業(yè)集團(tuán)有限公司、中國石油化工集團(tuán)有限公司、北京衛(wèi)星環(huán)境工程研究

所、中國南方電網(wǎng)有限責(zé)任公司、北京銅牛信息科技股份有限公司、青島新比特電子科技有限公司、

浙江省數(shù)字經(jīng)濟(jì)發(fā)展中心、內(nèi)蒙古自治區(qū)大數(shù)據(jù)中心、聯(lián)通數(shù)字科技有限公司、上海軟中信息技術(shù)有限

公司、海南電網(wǎng)有限責(zé)任公司、國信優(yōu)易數(shù)據(jù)股份有限公司、中國空間技術(shù)研究院、深邦智能科技

(青島)有限公司、中國電信集團(tuán)財(cái)務(wù)有限公司、星耀能(北京)科技有限公司、北京全路通信信號(hào)研

究設(shè)計(jì)院集團(tuán)有限公司、浙江盤石信息技術(shù)股份有限公司、浙江方信標(biāo)準(zhǔn)技術(shù)有限公司。

本文件主要起草人:王為中、陳偉雄、張超超、王春濤、蔣楠、李曼麗、李冰、高立偉、汪睿棋、

王奧、李歡、陳兵、李志純、陳希、陳亞利、陳進(jìn)寶、夏虎、李彩虹、周禹含、楊琳、張君、張印、

張少澤、張宏強(qiáng)、王敏、王國瑞、裴求根、陳彬、楊秋勇、付立民、郭天序、陸俊娟、張澤謙、

賈曉杰、宋博宇、王蘭、劉國杰、王智永、白雪、朱姝睿、胡之恒、申中一、吳俊偉、張磊、馮曹沖、

陳勇錦、王毅、李傲鐵、才智、董衛(wèi)魏、郭威。

GB/T44811—2024

物聯(lián)網(wǎng)數(shù)據(jù)質(zhì)量評價(jià)方法

1范圍

本文件描述了物聯(lián)網(wǎng)應(yīng)用場景下的數(shù)據(jù)質(zhì)量評價(jià)方法。

本文件適用于指導(dǎo)物聯(lián)網(wǎng)數(shù)據(jù)全生存周期的數(shù)據(jù)質(zhì)量評價(jià)過程的建立和審查。

2規(guī)范性引用文件

本文件沒有規(guī)范性引用文件。

3術(shù)語和定義

下列術(shù)語和定義適用于本文件。

3.1

數(shù)據(jù)質(zhì)量dataquality

在指定條件下使用時(shí),數(shù)據(jù)的特性滿足明確的和隱含的要求的程度。

[來源:GB/T36344—2018,2.3]

3.2

數(shù)據(jù)集dataset

具有一定主題,可標(biāo)識(shí)并可被計(jì)算機(jī)化處理的數(shù)據(jù)集合。

[來源:GB/T36344—2018,2.6]

3.3

數(shù)據(jù)生存周期datalifecycle

將原始數(shù)據(jù)轉(zhuǎn)化為可用于行動(dòng)的知識(shí)的過程。

3.4

質(zhì)量評價(jià)過程qualityevaluationprocedure

用于應(yīng)用和報(bào)告質(zhì)量評價(jià)方法及結(jié)果的操作。

4評價(jià)框架

物聯(lián)網(wǎng)應(yīng)用場景下,數(shù)據(jù)質(zhì)量評價(jià)是在

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