Control of multi sensor system based on anomaly mapping and expert system

نویسندگان

  • Hervé Fargetton
  • Jean-Georges Siedler
چکیده

Multi sensor systems have performances that depend on the type of multi sensor data fusion. Multi sensor data fusion of raw detections (plots) has high performances but is seldom used in operational applications. A less efficient data fusion is preferred in the majority of operational multi sensor systems: data fusion of sensor tracks. Data fusion of sensor tracks is simpler and requires limited resources of communication and central computing but performances are limited because data fusion is unable to create system tracks without sensor tracks. Multi sensor plot data fusion has not this limitation but the huge number of plots imposes larger bandwidth sensor networks, more powerful central computers and more sophisticated data fusion algorithms. The risk and the cost of this data fusion are considered too important compared with the gain of performances. The purpose of paper is to present a modular architecture that makes possible to control the complexity of multi sensor plot data fusion. The architecture is a multi algorithm data fusion controlled by anomaly mapping and expert system. Expert system coherently manages sensors and data fusion to fulfil the missions whatever the environment and its evolution. This approach has been applied with success to the surveillance system of a French navy ship. This system has to detect, track and identify Air and Surface objects with on board active and passive sensors. Some gains are presented in comparison with the legacy system. INFORMATIK 2011 Informatik schafft Communities 41. Jahrestagung der Gesellschaft für Informatik , 4.-7.10.2011, Berlin www.informatik2011.de erschienen im Tagungsband der INFORMATIK 2011 Lecture Notes in Informatics, Band P192 ISBN 978-3-88579-286-4 weitere Artikel online: http://informatik2011.de/519.html

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Model-based Approach for Multi-sensor Fault Identification in Power Plant Gas Turbines

In this paper, ‎the multi-sensor fault diagnosis in the exhaust temperature sensors of a V94.2 heavy duty gas turbine is presented‎. ‎A Laguerre network-based fuzzy modeling approach is presented to predict the output temperature of the gas turbine for sensor fault diagnosis‎. Due to the nonlinear dynamics of the gas turbine, in these models the Laguerre filter parts are related to the linear d...

متن کامل

Securing Cluster-heads in Wireless Sensor Networks by a Hybrid Intrusion Detection System Based on Data Mining

Cluster-based Wireless Sensor Network (CWSN) is a kind of WSNs that because of avoiding long distance communications, preserve the energy of nodes and so is attractive for related applications. The criticality of most applications of WSNs and also their unattended nature, makes sensor nodes often susceptible to many types of attacks. Based on this fact, it is clear that cluster heads (CHs) are ...

متن کامل

A New Fault Tolerant Nonlinear Model Predictive Controller Incorporating an UKF-Based Centralized Measurement Fusion Scheme

A new Fault Tolerant Controller (FTC) has been presented in this research by integrating a Fault Detection and Diagnosis (FDD) mechanism in a nonlinear model predictive controller framework. The proposed FDD utilizes a Multi-Sensor Data Fusion (MSDF) methodology to enhance its reliability and estimation accuracy. An augmented state-vector model is developed to incorporate the occurred senso...

متن کامل

Development of a QFD-based expert system for CNC turning centre selection

Computer numerical control (CNC) machine tools are automated devices capable of generating complicated and intricate product shapes in shorter time. Selection of the best CNC machine tool is a critical, complex and time-consuming task due to availability of a wide range of alternatives and conflicting nature of several evaluation criteria. Although, the past researchers had attempted to select ...

متن کامل

On the use of multi-agent systems for the monitoring of industrial systems

The objective of the current paper is to present an intelligent system for complex process monitoring, based on artificial intelligence technologies. This system aims to realize with success all the complex process monitoring tasks that are: detection, diagnosis, identification and reconfiguration. For this purpose, the development of a multi-agent system that combines multiple intelligences su...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2011