• Title/Summary/Keyword: 면역알고리즘

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A Hybird Antibody Model Design using Genetic Algorithm Scheme (유전 알고리즘 기법을 이용한 HA 모델 설계)

  • Shin, Mi-Yea;Jeon, Seoung-Heup;Lee, Sang-Ho
    • Journal of the Korea Society of Computer and Information
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    • v.14 no.10
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    • pp.159-166
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    • 2009
  • A nature immunity system responds sensitively to an external invasion with various functions in a lot of bodies, besides it there is a function to remember information to have been currently infected. we propose a hybrid model similar to immune system which combine with the antibody which applied genetic algorithm as select antibody and the arbitrary abnormal system call sequence that applied negative selection of a nature immunity system. A proposed model uses an arbitrary abnormal system Kol sequence in order to reduce a positive defect and a negative defect. Data used to experiment are send mail data processed UNM (University of New Maxico). The negative defect that an experiment results proposal model judged system call more abnormal than the existing negative selection to normal system call appeared 0.55% low.

Improving Dynamic Clonal Selection Algorithm by Killing Memory Detectors (기억 탐지자의 제거를 통한 동적클론선택 알고리즘의 개선)

  • Kim, Jung-Won;Choi, Jong-Uk;Kim, Sang-Jin
    • Proceedings of the Korea Information Processing Society Conference
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    • 2002.04b
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    • pp.923-926
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    • 2002
  • 인공면역시스템을 이용한 침입탐지시스템 개발을 위해 적용한 동적클론선택(Dynamic Clonal Selection) 알고리즘과 그의 문제점을 소개하고 개선된 동적클론선택 알고리즘을 제안한다. 개선된 동적클론선택 알고리즘은 정상행위를 비정상행위로 판단하는 기억 탐지 자들을 제거함으로써 기존에 동적클론선택 알고리즘이 안고 있던 오류를 감소시키는 방안을 제시한다.

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A New Immunotronic Approach to Hardware Fault Detection Using Symbiotic Evolution (공생 진화를 이용한 Immunotronic 접근 방식의 하드웨어 오류 검출)

  • Lee, Sang-Hyung;Kim, Eun-Tai;Lee, Hee-Jin;Park, Mignon
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.42 no.5
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    • pp.59-68
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    • 2005
  • A novel immunotronic approach to fault detection in hardware based on symbiotic evolution is proposed in this paper. In the immunotronic system, the generation of tolerance conditions corresponds to the generation of antibodies in the biological immune system. In this paper, the principle of antibody diversity, one of the most important concepts in the biological immune system, is employed and it is realized through symbiotic evolution. Symbiotic evolution imitates the generation of antibodies in the biological immune system morethan the traditional GA does. It is demonstrated that the suggested method outperforms the previous immunotronic methods with less running time. The suggested method is applied to fault detection in a decade counter (typical example of finite state machines) and MCNC finite state machines and its effectiveness is demonstrated by the computer simulation.

Anomaly behavior detection using Negative Selection algorithm based anomaly detector (Negative Selection 알고리즘 기반 이상탐지기를 이용한 이상행 위 탐지)

  • 김미선;서재현
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2004.05b
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    • pp.391-394
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    • 2004
  • Change of paradigm of network attack technique was begun by fast extension of the latest Internet and new attack form is appearing. But, Most intrusion detection systems detect informed attack type because is doing based on misuse detection, and active correspondence is difficult in new attack. Therefore, to heighten detection rate for new attack pattern, visibilitys to apply human immunity mechanism are appearing. In this paper, we create self-file from normal behavior profile about network packet and embody self recognition algorithm to use self-nonself discrimination in the human immune system to detect anomaly behavior. Sense change because monitors self-file creating anomaly detector based on Negative Selection Algorithm that is self recognition algorithm's one and detects anomaly behavior. And we achieve simulation to use DARPA Network Dataset and verify effectiveness of algorithm through the anomaly detection rate.

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네트워크 침입탐지를 위한 복제 선택 알고리즘의 적용

  • 김정원;최종욱;정길호
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2001.06a
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    • pp.315-329
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    • 2001
  • 외부침입탐지 시스템(IDS: Intrusion Detection System)은 컴퓨터의 외부 침입을 자동으로 탐지하는 시스템이다. IDS의 주요목표는 외부사용자들이나 내부 사용자들에서 권한이 없는 사용자, 컴퓨터 오용(misuse) 혹은 잘못된 사용(abuse)을 탐지하는 것이다. 파이어 월(Firewall)이나 암호화와 같은 침입 방지 시스템에 관한 연구와 병행하여 최근 IDS에 대한 다양한 연구가 이루어지고 있다. 침입탐지와 바이러스 탐지에 대한 새로운 접근 방법으로서 면역학적 방법이 동원되고 있다. 이 연구에서는 인간의 인체면역 시스템으로부터 얻어진 몇 가지 주요한 Feature들을 외부침입 탐지에 적용하여 기존의 침입탐지 방법에서 오는 한계점을 극복하여 경고 오류(alarm error rate)를 줄이고자 한다. 따라서 본 연구에서는 외부침입을 탐지하고 시스템을 치유하는 인간의 인체 면역에 대해 기초적인 연구를 진행하였으며 이러한 인체면역 기저들을 네트워크 환경에서 어떻게 실제적으로 적용할 것인 지를 연구하였으며 실제 네트워크 데이터를 적용하여 본 연구에서 제안한 모델에 대한 성능을 테스트하였다.

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A Study on Implementation of Immune Algorithm Adaptive Controller for AGV Driving Control (AGV의 주행 제어를 위한 면역 알고리즘 적응 제어기 실현에 관한 연구)

  • 이영진;이진우;손주한;이권순
    • Journal of Korean Port Research
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    • v.14 no.2
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    • pp.187-197
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    • 2000
  • In this paper, an adaptive mechanism based on immune algorithm is designed and it is applied to the driving control of the autonomous guided vehicle(AGV). When the immune algorithm is applied to the PID controller, there exists the case that the plant is damaged by the abrupt change of PID parameters since the parameters are adjusted almost randomly. To solve this problem, a neural network used to model the plant and the parameter tuning of the model is performed by the immune algorithm. After the PID parameters are determined through this off-line manner, these parameters are then applied to the plant for the on-line control using immune adaptive algorithm. Moreover, even though the neural network model may not be accurate enough initially, the weighting parameters are adjusted more accurately through the on-line fine tuning. The experiment for the control of steering and speed of AGV is performed. The results show that the proposed controller provides better performances than other conventional controllers.

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Optimal Design of Induction Motor for Electric Vehicle Using Immune Algorithm (면역알고리즘을 이용한 전기자동차용 유도전동기의 최적설계)

  • Lee, C.G.;Choi, U.D.;Kim, M.K.;Chun, J.S.;Jung, H.K.
    • Proceedings of the KIEE Conference
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    • 1997.07a
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    • pp.224-226
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    • 1997
  • This paper describes a procedure for the optimal design of induction motor for electric vehicle. The immune algorithm is applicated for the optimal solution search. To verify the validity of the proposed method, a example disign for output 20[kw] is performed.

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Classification of DNA Pattern Using Negative Selection (부정 선택을 이용한 DNA의 패턴 분류)

  • 이동욱;심귀보
    • Proceedings of the Korean Information Science Society Conference
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    • 2003.10b
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    • pp.766-768
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    • 2003
  • 인간 및 다른 생물들의 DNA 서열이 밝혀짐에 따라 DNA 서열 정보를 이용할 수 있는 계산적 처리방식에 대한 요구가 늘어나고 있다. 본 논문에서는 DNA의 패턴을 분류할 수 있는 면역계 부정 선택에 기반한 알고리즘을 제안한다. 부정 선택은 면역세포 생성시 자신을 인식하지 않는 항원 인식부를 생성하기 위한 과정이다. 이 항원 인식부를 통해 자기와 비자기를 구별한다. 이것을 n개의 자기 또는 비자기 집단으로 확장하고 n개의 항원 집단을 구성하면 n개의 패턴 분류가 가능하다. 본 논문에서는 부정 선택에 기반한 DNA 염기 레벨에서의 패턴 분류방법과 아미노산 레벨에서의 패턴분류 방법을 제안한다.

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An Autonomous Traveling Control of Crane Using Humoral Immune Algorithm (생체면역알고리즘을 이용한 크레인의 자율주행 제어에 관한 연구)

  • Lee, K.S.;Lee, Y.J.
    • Journal of Power System Engineering
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    • v.10 no.3
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    • pp.88-96
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    • 2006
  • While the crane system operate in port, one of main objective is to transport containers to the goal position as soon as possible. Because this is one of the biggest problem in terms of productivity of port, the container crane is operated by an expert operator until now. However recently an automatic control system with high performance is required to improve the performance of the crane system and to make high productivity. Therefore we developed an optimal controller based on Humoral Immune Algorithm with PID controller. The proposed system has a real time structure and can improve the performance such as anti-sway problem. Some computer simulations are implemented to assess the characteristics of the proposed controller.

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Auto Tuning of PID for RO System Using Immune Algorithm (면역 알고리즘을 이용한 RO 공정 PID 제어기의 자동 튜닝)

  • Kim, Go-Eun;Park, Ji-Mo;Kim, Jin-Sung;Kwon, O-Shin;Heo, Hoon
    • Transactions of the Korean Society for Noise and Vibration Engineering
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    • v.19 no.11
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    • pp.1103-1109
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    • 2009
  • In this paper, the control of a membrane used in reverse osmosis desalination plant by using immune algorithm(IA) is addressed. The proposed algorithm IA of auto tuning method can find optimal gains and compared with conventional Ziegler-Nichols tuning method. The results of computer simulation represent that the proposed IA shows a good control performances better than Ziegler-Nichols tuning method.