Research on Information Security of Pulmonary Nodules Based on DOSA

Lin Wu, Ahmad Yahya Dawod, Fang-fang Miao
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Abstract

At present, the information disclosure, especially medical information disclosure, is very serious, According to bitglass, the number of medical data leaks in the United States doubled in 2020, affecting more than 26 million people.this paper proposes an information security model based on DOSA (data-oriented security architecture [1]). this module integrates various existing pulmonary nodule algorithms, the data is triple protected based on the DOSA[2]. Firstly, the elliptic curve digital signature algorithm is used to encrypt the data, then the Tang poetry dictionary is divided into a hash table by Tang poetry encryption algorithm, and the hash table is converted into bits according to the rhythm of Tang poetry to generate encrypted text; If the first and second parts are cracked and destroyed by malicious users, the system will utilize convolutional neural network and a deep learning algorithm to perform convolutional confrontation algorithm. for data security and efficiency, the severs will utilize the load balancing to process the input data.experiments show that, the information security model in this paper can keep the protection rate against malicious attacks above 90% without affecting the server performance.
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基于DOSA的肺结节信息安全研究
目前,信息泄露,特别是医疗信息泄露非常严重,据bitglass统计,2020年美国医疗数据泄露数量翻了一番,影响超过2600万人。本文提出了一种基于DOSA(面向数据的安全体系结构[1])的信息安全模型。该模块集成了现有的各种肺结节算法,基于DOSA对数据进行三重保护[2]。首先使用椭圆曲线数字签名算法对数据进行加密,然后通过唐诗加密算法将唐诗字典分成哈希表,并根据唐诗的节奏将哈希表转换成比特生成加密文本;如果第一部分和第二部分被恶意用户破解和破坏,系统将利用卷积神经网络和深度学习算法进行卷积对抗算法。为了保证数据的安全性和效率,服务器将利用负载平衡来处理输入数据。实验表明,本文提出的信息安全模型在不影响服务器性能的前提下,对恶意攻击的防护率保持在90%以上。
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