《電子技術(shù)應(yīng)用》
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電力大數(shù)據(jù)密態(tài)多源協(xié)同安全應(yīng)用研究
信息技術(shù)與網(wǎng)絡(luò)安全 4期
楊赟博1,2,胡雪暉1,洪 晟3
(1.上海同態(tài)信息科技有限責(zé)任公司,上海200231;2.華東師范大學(xué),上海200062; 3.北京航空航天大學(xué) 網(wǎng)絡(luò)空間安全學(xué)院,北京100191)
摘要: 重點(diǎn)介紹了電力大數(shù)據(jù)在應(yīng)用過(guò)程中存在的主要問(wèn)題,并結(jié)合身份認(rèn)證、外包計(jì)算、全同態(tài)加密等新興技術(shù),給出了電力大數(shù)據(jù)密態(tài)多源協(xié)同安全框架,該框架可以讓電力大數(shù)據(jù)安全地流通并實(shí)現(xiàn)外包計(jì)算,從而構(gòu)建一個(gè)安全的計(jì)算環(huán)境。隨后提出的多方協(xié)作安全可信環(huán)境體系可完成身份認(rèn)證,提高安全性的同時(shí)簡(jiǎn)化身份認(rèn)證流程,提出的電力大數(shù)據(jù)密態(tài)安全計(jì)算關(guān)鍵技術(shù)可以提高同態(tài)加密的運(yùn)算效率,并提升安全性,同時(shí)將該兩技術(shù)進(jìn)行結(jié)合提出了外包計(jì)算密碼技術(shù)框架及其工作流程。最后通過(guò)與常用的同態(tài)加密庫(kù)SEAL進(jìn)行對(duì)比,驗(yàn)證了所提出的以“同態(tài)構(gòu)型”加密算法為核心的密態(tài)多源協(xié)同安全應(yīng)用框架具有運(yùn)行效率高、擴(kuò)展性好的特點(diǎn),適用于大數(shù)據(jù)的安全外包計(jì)算等場(chǎng)景中。
中圖分類號(hào): TP399
文獻(xiàn)標(biāo)識(shí)碼: A
DOI: 10.19358/j.issn.2096-5133.2022.04.008
引用格式: 楊赟博,胡雪暉,洪晟. 電力大數(shù)據(jù)密態(tài)多源協(xié)同安全應(yīng)用研究[J].信息技術(shù)與網(wǎng)絡(luò)安全,2022,41(4):52-59.
Research on the security application of encrypted multi-source collaborative for power big data
Yang Yunbo1,2,Hu Xuehui1,Hong Sheng3
(1.Shanghai Tongtai Information Technology Co.,Ltd.,Shanghai 200231,China; 2.East China Normal University,Shanghai 200062,China; 3.School of Cyber Science and Technology,Beihang University,Beijing 100091,China)
Abstract: This paper focuses on the main problems in the application of big data in electricity, combines emerging technologies such as identity authentication, outsourced computing and full homomorphic encryption,and proposes an encrypted multi-source collaborative security framework for power big data. It allows power big data to circulate safely and realize outsourced computing, so as to build a secure computing environment. Then the multi-party collaborative security and trustworthy environment system proposed in this paper can complete identity verification. The proposed key technology of cryptographic security computing for power big data can improve the computational efficiency of homomorphic encryption and enhance security, while the two technologies are combined to propose a framework for outsourced computing cryptography and its workflow. Finally, this paper shows that the proposed cryptomorphic multi-source collaborative security application framework with the "homomorphic configuration" encryption algorithm as the core has high operational efficiency and good scalability, and it could be used in scenarios such as outsourced computing of big data.
Key words : power big data;data security;outsourcing computing;homomorphic encryption;identity verification

0 引言

2020年3月30日國(guó)務(wù)院發(fā)布的《關(guān)于構(gòu)建更加完善的要素市場(chǎng)化配置體制機(jī)制的意見(jiàn)》指出,要加快培育數(shù)據(jù)要素市場(chǎng),其中的三個(gè)重點(diǎn)分別為:推進(jìn)政府?dāng)?shù)據(jù)的開(kāi)放共享,提升社會(huì)數(shù)據(jù)的資源價(jià)值,以及對(duì)數(shù)據(jù)資源整合和安全保護(hù)的加強(qiáng)。

“十四五”期間,我國(guó)進(jìn)入由工業(yè)經(jīng)濟(jì)向數(shù)字經(jīng)濟(jì)大踏步邁進(jìn)的關(guān)鍵時(shí)刻,經(jīng)濟(jì)社會(huì)數(shù)字化轉(zhuǎn)型成為大勢(shì)所趨,數(shù)據(jù)已漸漸上升為新的社會(huì)生產(chǎn)要素,數(shù)據(jù)要素價(jià)值釋放成為重要命題[1]。

在這一背景之下,要求各單位打通數(shù)據(jù)孤島,連接產(chǎn)業(yè)鏈中的各個(gè)節(jié)點(diǎn),將數(shù)據(jù)價(jià)值轉(zhuǎn)換為實(shí)實(shí)在在的經(jīng)濟(jì)價(jià)值。

電力大數(shù)據(jù)具有真實(shí)性高、時(shí)序性強(qiáng)、數(shù)據(jù)量大的獨(dú)特優(yōu)勢(shì),深入挖掘電力大數(shù)據(jù)的應(yīng)用潛力是目前電網(wǎng)企業(yè)應(yīng)對(duì)經(jīng)濟(jì)下行,提質(zhì)增效的重要手段[2]。





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作者信息:

楊赟博1,2,胡雪暉1,洪  晟3

(1.上海同態(tài)信息科技有限責(zé)任公司,上海200231;2.華東師范大學(xué),上海200062;

3.北京航空航天大學(xué) 網(wǎng)絡(luò)空間安全學(xué)院,北京100191)




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