• Title/Summary/Keyword: encrypted data

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Analysis of Research Trends in Homomorphic Encryption Using Bibliometric Analysis (서지통계학적 분석을 이용한 동형 암호의 연구경향 분석)

  • Akihiko Yamada;Eunsang Lee
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.33 no.4
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    • pp.601-608
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    • 2023
  • Homomorphic encryption is a promising technology that has been extensively researched in recent years. It allows computations to be performed on encrypted data, without the need to decrypt it. In this paper, we perform bibliometric analysis to objectively and quantitatively analyze the research trends of homomorphic encryption technology using 6,047 homomorphic encryption papers from the Scopus database. Specifically, we analyze the number of papers by year, keyword co-occurrence, topic clustering, changes in related keywords over time, and country of homomorphic encryption research institutions. Our analysis results provide strategic directions for research and application of homomorphic encryption and can be a great help for subsequent research and industrial applications.

Precise Max-Pooling on Fully Homomorphic Encryption (완전 동형 암호에서의 정밀한 맥스 풀링 연산)

  • Eunsang Lee
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.33 no.3
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    • pp.375-381
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    • 2023
  • Fully homomorphic encryption enables algebraic operations on encrypted data, and recently, methods for approximating non-algebraic operations such as the maximum function have been studied. However, precise approximation of max-pooling operations for four or more numbers have not been researched yet. In this study, we propose a precise max-pooling approximation method using the composition of approximate polynomials of the maximum function and theoretically analyze its precision. Experimental results show that the proposed approximate max-pooling has a small amortized runtime of less than 1ms and high precision that matches the theoretical analysis.

A Study on Approximation Methods for a ReLU Function in Homomorphic Encrypted CNN Inference (동형암호를 적용한 CNN 추론을 위한 ReLU 함수 근사에 대한 연구)

  • You-yeon Joo;Kevin Nam;Dong-ju Lee;Yun-heung Paek
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.05a
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    • pp.123-125
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    • 2023
  • As deep learning has become an essential part of human lives, the requirement for Deep Learning as a Service (DLaaS) is growing. Since using remote cloud servers induces privacy concerns for users, a Fully Homomorphic Encryption (FHE) arises to protect users' sensitive data from a malicious attack in the cloud environment. However, the FHE cannot support several computations, including the most popular activation function, Rectified Linear Unit (ReLU). This paper analyzes several polynomial approximation methods for ReLU to utilize FHE in DLaaS.

Research on Equal-resolution Image Hiding Encryption Based on Image Steganography and Computational Ghost Imaging

  • Leihong Zhang;Yiqiang Zhang;Runchu Xu;Yangjun Li;Dawei Zhang
    • Current Optics and Photonics
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    • v.8 no.3
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    • pp.270-281
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    • 2024
  • Information-hiding technology is introduced into an optical ghost imaging encryption scheme, which can greatly improve the security of the encryption scheme. However, in the current mainstream research on camouflage ghost imaging encryption, information hiding techniques such as digital watermarking can only hide 1/4 resolution information of a cover image, and most secret images are simple binary images. In this paper, we propose an equal-resolution image-hiding encryption scheme based on deep learning and computational ghost imaging. With the equal-resolution image steganography network based on deep learning (ERIS-Net), we can realize the hiding and extraction of equal-resolution natural images and increase the amount of encrypted information from 25% to 100% when transmitting the same size of secret data. To the best of our knowledge, this paper combines image steganography based on deep learning with optical ghost imaging encryption method for the first time. With deep learning experiments and simulation, the feasibility, security, robustness, and high encryption capacity of this scheme are verified, and a new idea for optical ghost imaging encryption is proposed.

A Study of Implementation for Home Networking Security System (홈 네트워크를 위한 보안 시스템 구현에 관한 연구)

  • Seol, Jeong-Hwan;Kim, In-Kyum;Lee, Ki-Young
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2008.05a
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    • pp.616-619
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    • 2008
  • In this paper, we design and implement the authentication system for home network service and applied it to actual sensor nodes. We achieved authentication key, encryption and decryption applied RC5 encryption algorithm of SNEP. In addition, we used pair-wise key pre-distribution for prevention of authentication sniffing in wireless sensor network. The experiment environment consists of a base station receiving data and sensor nodes sending data. Each sensor nodes sends both the data and encrypted authentication key to the base station. As a simulation environment, we assumed some what-if scenarios of security menaces in home network service. And we slightly altered the TOS_Msg construction of TinyOS. The experiences had shown that the malfunction doesn't happen in communication among other groups. And we confirmed in tests that the system is secure when a sensor having malicious propose is added.

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Practical Conjunctive Searchable Encryption Using Prime Table (소수테이블을 이용한 실용적인 다중 키워드 검색가능 암호시스템)

  • Yang, Yu-Jin;Kim, Sangjin
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.24 no.1
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    • pp.5-14
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    • 2014
  • Searchable encryption systems provide search on encrypted data while preserving the privacy of the data and the search keywords used in queries. Recently, interest on data outsourcing has increased due to proliferation of cloud computing services. Many researches are on going to minimize the trust put on external servers and searchable encryption is one of them. However, most of previous searchable encryption schemes provide only a single keyword boolean search. Although, there have been proposals to provide conjunctive keyword search, most of these works use a fixed field which limit their application. In this paper, we propose a field-free conjunctive keyword searchable encryption that also provides rank information of search results. Our system uses prime tables and greatest common divisor operation, making our system very efficient. Moreover, our system is practical and can be implemented very easily since it does not require sophisticated cryptographic module.

Design and Implementation of a Cryptograhic API considering a DRM Environment (DRM 환경을 고려한 보안 통신 API의 설계 및 구현)

  • Jung, In-Sung;Shin, Yong-Tae
    • The KIPS Transactions:PartC
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    • v.11C no.2
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    • pp.163-170
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    • 2004
  • The additional mechanism Is required to set up a secure connection among the communication subjects in the internet environment. Each entity should transfer and receive the encrypted and hashed data to guarantee the data integrity. Also, the mutual authentication procedure should be processed using a secure communication protocol. The SSL/TLS is a protocol which creates the secure communication channel among the communication subjects and sends/receives a data. Although the OpenSSL which implements the TLS is using by many developers and its stability and performance are proved, it has a difficulty in using because of its large size. So, this Paper designs and implements the secure communication which the users can use easily by modification works of OpenSSL library API. We proved the real application results using the DRM client/server case which supports a secure communication using the implemented API.

An Information Security Scheme Based on Video Watermarking and Encryption for H.264 Scalable Extension (H.264 Scalable Extension을 위한 비디오 워터마킹 및 암호화 기반의 정보보호 기법)

  • Kim, Won-Jei;Seung, Teak-Young;Lee, Suk-Hwan;Kwon, Ki-Ryong
    • Journal of Korea Multimedia Society
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    • v.15 no.3
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    • pp.299-311
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    • 2012
  • Recently, H.264 SE(scalable extension) has become a standard of next generation multimedia service which is one source, multi-user service in the telecommunication environment of different kinds of networks and terminal equipments. But existing DRM schemes for multimedia service are not fit for H.264 SE system. Because the amount of transmitted multimedia data is changed considering network environment and terminal equipments' performance by the system, but in the existing DRM schemes, the amount of handled multimedia data are not variable according to network environment and terminal equipments' performance. In this paper, an information security scheme combined video watermarking and encryption is presented for H.264 SE. Amount of watermarks and embedding positions are calculated by the frame number of enhancement layers which are created according to the state of networks and terminal equipments. In order to minimize delayed time by video watermarking and encryption, the video data are watermarked and encrypted in the H.264 SE compression process. In the experimental results, we confirmed that proposed scheme is robust against video compression, general signal processing and geometric processing.

Design and implementation of TELNET protocol supporting security functionalities (보안 기능을 지원하는 TELNET 프로토콜의 설계 및 구현)

  • Seong, Jeong-Ki;Seo, Hye-In;Kim, Eun-Gi
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.20 no.4
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    • pp.769-776
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    • 2016
  • TELNET is vulnerable to network attack because it was designed without considering security. SSL/TLS and SSH are used to solve this problem. However it needs additional secure protocol and has no backward compatibility with existing TELNET in this way. In this paper, we have suggested STELNET(Secured Telnet) which supports security functionalities internally so that has a backward compatibility. STELNET supports a backward compatibility with existing TELNET through option negotiation. On STELNET, A client authenticates server by a certificate or digital signature generated by using ECDSA. After server is authenticated, two hosts generate a session key by ECDH algorithm. And then by using the key, they encrypt data with AES and generate HMAC by using SHA-256. After then they transmit encrypted data and generated HMAC. In conclusion, STELNET which has a backward compatibility with existing TELNET defends MITM(Man-In-The-Middle) attack and supports security functionalities ensuring confidentiality and integrity of transmitted data.

Remote Communication of sensor data in Ballast Water Treatment System (선박 평형수 처리 시스템에서 센서 데이터의 원격 통신)

  • Kim, Chin-Hoon;Kim, Joo-Man;Kim, Byoung-Chul
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.14 no.6
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    • pp.139-147
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    • 2014
  • The ballast water may be discharged into another sea area with marine organisms, it caused problems to disturb the marine ecosystem. So, in order to remove these environmental risk factors, the IMO has mandated the installation of BWTS to the all ships. Our monitoring system diagnose and predict a failure of BWTS by analyzing the sensor information of BWTS collected from which the ships scattered in the ocean of several. This paper presents the design and implementation of communication modules for BWTS remote monitoring considering the satellite communication charge fee. In the our study, we implemented the safety and cost-saving communication modules by LabVIEW program. The collected sensor informations is encrypted and compressed by LabVIEW modules running on RIO. Then they will be transfer to the land server and will be decrypt to enable monitoring in the land server. For the verification, we build the test modules which can verify from collecting the sensor data to consuming them in the monitoring server. We carried out 20 times for the data pattern in all of case. So, we verified the excellent functionality and reliability through the experimental result.