Accession Number : ADA297445
Title : A Data Fusion Simulation Algorithm Based on Confusion Matrix Performance Metrics.
Descriptive Note : Professional paper,
Corporate Author : NAVAL COMMAND CONTROL AND OCEAN SURVEILLANCE CENTER RDT AND E DIV SAN DIEGO CA
Personal Author(s) : Kramer, G. F.
PDF Url : ADA297445
Report Date : JUL 1995
Pagination or Media Count : 8
Abstract : Data fusion is an increasingly important capability in operational command and control systems. A fundamental function of data fusion processing associates unidentified contact reports from multiple sensors to a common target, so that the commander has a consistent tactical picture from which to make decisions. Clearly computer simulations should model the data fusion aspect of the command and control process. However, since data fusion algorithms are typically computationally intensive, they have been neglected in these simulations. This paper describes a new approach for low resolution simulation of data fusion processing. Operational data fusion systems are evaluated on known data sets using four performance metrics calculated from the confusion matrix-a tabulation of the number of contact reports from each ground truth track assigned to each constructed track. The simulation algorithm described in this paper makes probabilistic data fusion decisions based on values input for these metrics. This paper also describes an object-oriented implementation of the algorithm in C++ and presents numerical results from a simulation study of the algorithm itself, showing its ability to produce data fusion results with the input performance characteristics. (KAR) P. 1
Descriptors : *ALGORITHMS, *COMPUTERIZED SIMULATION, *DATA PROCESSING, *DECISION MAKING, *COMMAND AND CONTROL SYSTEMS, *DATA FUSION, *TACTICAL DATA SYSTEMS, DATA BASES, INPUT, INFORMATION SYSTEMS, PROBABILITY, NUMERICAL ANALYSIS, TRACKING, TARGETS, MILITARY COMMANDERS, MULTISENSORS, LOW RESOLUTION.
Subject Categories : Computer Programming and Software
Command, Control and Communications Systems
Distribution Statement : APPROVED FOR PUBLIC RELEASE