標(biāo)準(zhǔn)解讀
《GB/T 44811-2024 物聯(lián)網(wǎng) 數(shù)據(jù)質(zhì)量評(píng)價(jià)方法》是針對(duì)物聯(lián)網(wǎng)領(lǐng)域內(nèi)數(shù)據(jù)質(zhì)量管理的一套國(guó)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(duì)數(shù)據(jù)質(zhì)量進(jìn)行評(píng)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(yǔ)和概念,明確了數(shù)據(jù)質(zhì)量評(píng)價(jià)的基本原則,強(qiáng)調(diào)了評(píng)價(jià)過(guò)程應(yīng)遵循客觀公正的原則。接下來(lái),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(chǎng)景下可能存在的特殊需求。
對(duì)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(píng)價(jià)目標(biāo)、選擇合適的評(píng)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(píng)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(wèn)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(guò)程中可能會(huì)遇到的問(wèn)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(lái)提升其物聯(lián)網(wǎng)項(xiàng)目中的數(shù)據(jù)管理水平。通過(guò)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(wèn)題,從而為決策提供更加可靠的信息支持。
如需獲取更多詳盡信息,請(qǐng)直接參考下方經(jīng)官方授權(quán)發(fā)布的權(quán)威標(biāo)準(zhǔn)文檔。
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GB/T 44811-2024物聯(lián)網(wǎng)數(shù)據(jù)質(zhì)量評(píng)價(jià)方法-免費(fèi)下載試讀頁(yè)文檔簡(jiǎn)介
ICS
35.240.01
CCS
L70
中華人民共和國(guó)國(guó)家標(biāo)準(zhǔn)
GB/T44811—2024
物聯(lián)網(wǎng)數(shù)據(jù)質(zhì)量評(píng)價(jià)方法
Internetofthings—Dataqualityevaluationmethods
2024-10-26發(fā)布2025-05-01實(shí)施
國(guó)家市場(chǎng)監(jiān)督管理總局發(fā)布
國(guó)家標(biāo)準(zhǔn)化管理委員會(huì)
GB/T44811—2024
目次
前言
·····································································································
Ⅲ
1
范圍
··································································································
1
2
規(guī)范性引用文件
······················································································
1
3
術(shù)語(yǔ)和定義
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1
4
評(píng)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(píng)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(píng)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(píng)價(jià)指標(biāo)分?jǐn)?shù)計(jì)算
···············································································
4
8.4
綜合評(píng)價(jià)分?jǐn)?shù)計(jì)算
···············································································
4
9
評(píng)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
Ⅰ
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(qǐng)注意本文件的某些內(nèi)容可能涉及專(zhuān)利。本文件的發(fā)布機(jī)構(gòu)不承擔(dān)識(shí)別專(zhuān)利的責(zé)任。
本文件由全國(guó)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(guó)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(guó)電子信息產(chǎn)業(yè)集團(tuán)有限公司、中國(guó)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(guó)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(guó)信優(yōu)易數(shù)據(jù)股份有限公司、中國(guó)空間技術(shù)研究院、深邦智能科技
(青島)有限公司、中國(guó)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(pán)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(guó)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(guó)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。
Ⅲ
GB/T44811—2024
物聯(lián)網(wǎng)數(shù)據(jù)質(zhì)量評(píng)價(jià)方法
1范圍
本文件描述了物聯(lián)網(wǎng)應(yīng)用場(chǎng)景下的數(shù)據(jù)質(zhì)量評(píng)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(píng)價(jià)過(guò)程的建立和審查。
2規(guī)范性引用文件
本文件沒(méi)有規(guī)范性引用文件。
3術(shù)語(yǔ)和定義
下列術(shù)語(yǔ)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(mǎn)足明確的和隱含的要求的程度。
[來(lái)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(lái)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(guò)程。
3.4
質(zhì)量評(píng)價(jià)過(guò)程qualityevaluationprocedure
用于應(yīng)用和報(bào)告質(zhì)量評(píng)價(jià)方法及結(jié)果的操作。
4評(píng)價(jià)框架
物聯(lián)網(wǎng)應(yīng)用場(chǎng)景下,數(shù)據(jù)質(zhì)量評(píng)價(jià)是在
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