Artificial Immune System - A New Approach for the Long-Term Data Monitoring in Ambient Assisted Living

2015 ◽  
pp. 41-50
Author(s):  
Sebastian D. Bersch ◽  
Djamel Azzi ◽  
Rinat Khusainov
Keyword(s):  
Immune System ◽  
Assisted Living ◽  
Artificial Immune System ◽  
Ambient Assisted Living ◽  
Data Monitoring ◽  
Artificial Immune ◽  
New Approach ◽  
System A ◽  
Term Data

A Static Web Immune System and its Robustness Analysis

2011 ◽  
pp. 2152-2174
Author(s):  
Tao Gong
Keyword(s):  
Immune System ◽  
Artificial Immune System ◽  
Robustness Analysis ◽  
The Self ◽  
Normal Model ◽  
Artificial Immune ◽  
Detection Mechanism ◽  
Adaptive Immune ◽  
System A ◽  
Space Property

Static Web immune system is an important applicatiion of artificial immune system, and it is also a good platform to develop new immune computing techniques. On the Static Web system, a normal model is proposed with the space property and the time property of each component, in order to identify the normal state of the system that the artificial immune system protects. Based on the normal model, the Static Web immune sytsem is modelled with three tiers, that is the innate immune tier, the adaptive immune tier and the parallel immune tier. All the three tiers are inspired from the natural immune system. On the tri-tier immune model, the self detection mechanism is proposed and programmed based on the normal model, and the non-self detection is based on the self detection. Besides, the recognition of known non-selfs and unknown non-selfs are designed and analyzed. It is showed that the Static Web immune system is effective and useful for both theory and applications.

A Static Web Immune System and Its Robustness Analysis

2010 ◽  
pp. 219-239
Author(s):  
Tao Gong
Keyword(s):  
Immune System ◽  
Artificial Immune System ◽  
Robustness Analysis ◽  
The Self ◽  
Normal Model ◽  
Artificial Immune ◽  
Detection Mechanism ◽  
Adaptive Immune ◽  
System A ◽  
Space Property

Static Web immune system is an important applicatiion of artificial immune system, and it is also a good platform to develop new immune computing techniques. On the Static Web system, a normal model is proposed with the space property and the time property of each component, in order to identify the normal state of the system that the artificial immune system protects. Based on the normal model, the Static Web immune sytsem is modelled with three tiers, that is the innate immune tier, the adaptive immune tier and the parallel immune tier. All the three tiers are inspired from the natural immune system. On the tri-tier immune model, the self detection mechanism is proposed and programmed based on the normal model, and the non-self detection is based on the self detection. Besides, the recognition of known non-selfs and unknown non-selfs are designed and analyzed. It is showed that the Static Web immune system is effective and useful for both theory and applications.

Artificial Immune Systems for Anomaly Detection in Ambient Assisted Living Applications

2013 ◽  
Vol 5 (3) ◽  
pp. 1-15 ◽  
Author(s):  
Sebastian Bersch ◽  
Djamel Azzi ◽  
Rinat Khusainov ◽  
Ifeyinwa E. Achumba
Keyword(s):  
Anomaly Detection ◽  
Assisted Living ◽  
Artificial Immune Systems ◽  
Ambient Assisted Living ◽  
Artificial Immune ◽  
Immune Systems ◽  
Long Term Monitoring ◽  
Future Work ◽  
Term Monitoring

This paper makes a case for the use of Artificial Immune Systems (AIS) in the area of Ambient Assisted Living (AAL) for anomaly detection and long term monitoring. A brief literature review of some of the solutions developed for AAL and the use of AIS in other fields of research is presented. The authors advocate the use of AIS in AAL based on their unique features and their ability to address problems specific to the long term monitoring of people. An improved method for the optimisation of detector generation for AIS, which uses a novel intelligent seeding technique, is presented. The new seeding technique is compared with two other detector seeding methods. The simulation results are presented showing an improvement in the classification accuracy and warranting current and future work.

Modeling and Simulation of Visual Tri-Tier Immune System

2011 ◽  
Vol 48-49 ◽  
pp. 701-704 ◽  
Author(s):  
Tao Gong ◽  
Long Li ◽  
Chang Xing Du
Keyword(s):  
Immune System ◽  
Artificial Immune System ◽  
Immune Cell ◽  
Innate Immune ◽  
Computational Technique ◽  
Artificial Immune ◽  
New Approach ◽  
Adaptive Immune ◽  
Visual Results ◽  
Modelling Approach

A visual modelling approach and its computational technique were proposed to represent and simulate a kind of immune system, which is comprised of immune cells and immune molecules etc. To study natural immune system and artificial immune system according to information theories and computational methodologies, the hierarchical model of the immune system was proposed, more faithful and suitable for visual simulation than traditional models. The hierarchical immune system basically consisted of innate immune tier, adaptive immune tier and immune cell tier. Thus, the tri-tier model of the immune system was seamless and coherent with the architecture of the artificial immune system, so that the research on the natural immune system and the research on the artificial one could improve and synchronize each other. Though the structure and features of the natural immune system were difficult to measure and test, the tri-tier architecture and qualitative features of the artificial immune system were built, changed and verified. To validate the new approach to visualize and explore the natural immune system, many experiments were tested on the tri-tier artificial immune system. At last, the visual results of the simulations show that the visual modelling approach can provide an effective and better way of understanding the natural immune system.

Sign in / Sign up

Export Citation Format

Share Document