Multiple-Criteria Operational Reliability Performance Metric of a Metacognitive Tracking Radar

被引:3
作者
Ridder, Tyler D. D. [1 ]
Martone, Anthony F. F. [2 ]
Kirk, Benjamin H. H. [2 ]
Narayanan, Ram M. M. [3 ]
机构
[1] Penn State Univ, Appl Res Lab, State Coll, PA 16801 USA
[2] DEVCOM Army Res Lab, Adelphi, MD 20783 USA
[3] Penn State Univ, Dept Elect Engn, University Pk, PA 16802 USA
关键词
Radar; Radar tracking; Measurement; Task analysis; Target tracking; Cognitive processes; Reliability; Metacognition; multiple-criteria design; operational reliability; radar performability; tracking radar; COGNITIVE RADAR; ANGULAR ACCURACY;
D O I
10.1109/TAES.2023.3234457
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The concept of metacognition has been proposed and applied to radar system analysis to enhance the classical cognitive radar paradigm. Metacognition allows a cognitive radar to have self-awareness about its cognitive processes. To accurately compare various cognitive processes and select the best under the operational scenario, a performability metric capable of comparing system performance over various scales and units is proposed and analyzed. This correspondence expands previous work on radar operational reliability to provide a metareliability metric for a metacognitive tracking radar. The approach is tested and validated on a radar that tracks a target performing a composite maneuver involving constant velocity, constant turn, and constant acceleration.
引用
收藏
页码:4689 / 4699
页数:11
相关论文
共 43 条
[1]  
[Anonymous], 1943, Philos Sci, DOI [DOI 10.1086/286788, 10.1086/286788]
[2]  
Aydin A.O., 2011, 20th Annual Conference on Behavior Representation in Modeling and Simulation 2011, BRiMS 2011, P74
[3]  
Bar-Shalom Y., 2004, Estimation with Applications to Tracking and Navigation: Theory Algorithms and Software
[4]  
Barton D.K., 1969, Handbook of Radar Measurement
[5]  
Blackman S. S., 1999, Design and Analysis of Modern Tracking Systems
[6]  
Capraro Gerard T., 2012, 2012 International Waveform Diversity & Design Conference (WDD), P348, DOI 10.1109/WDD.2012.7311302
[7]  
Capraro G. T., 2010, 2010 2nd International Workshop on Cognitive Information Processing (CIP 2010), P1, DOI 10.1109/CIP.2010.5604113
[8]   Machine Learning Methods for Radar-Based People Detection and Tracking [J].
Castanheira, Jose ;
Curado, Francisco ;
Tome, Ana ;
Goncalves, Edgar .
PROGRESS IN ARTIFICIAL INTELLIGENCE, EPIA 2019, PT I, 2019, 11804 :412-423
[9]  
Cox M.T., 2011, Metareasoning: Thinking about thinking, DOI DOI 10.7551/MITPRESS/9780262014809.003.0009
[10]  
Cox M. T., 2007, TM2028 BBN