The case for like-sensor predetection fusion
- 1 January 1994
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Aerospace and Electronic Systems
- Vol. 30 (4) , 986-1000
- https://doi.org/10.1109/7.328770
Abstract
There has been a great deal of theoretical study into decentralized detection networks composed of similar (often identical), independent sensors, and this has produced a number of satisfying theoretical results. At this point it is perhaps worth asking whether or not there is a great deal of point to such study-certainly two sensors can provide twice the illumination of one, but what does this really translate to in terms of performance? We take as our metric the ground area covered with a specified Neyman-Pearson detection performance. To be fair, the comparison will be of a multisensor network to a single-sensor system where both have the same aggregate transmitter power. The situations examined are by no means exhaustive but are, we believe, representative. Is there a case? The answer, as might be expected, is "sometimes." When the statistical situation is well behaved there is very little benefit to a fused system; however, when the environment is hostile the gains can be significant. We see, depending on the situation, gains from colocation, gains from separation, optimal gains from operation at a "fusion range," and sometimes no gains at all.Keywords
This publication has 5 references indexed in Scilit:
- The suboptimality of randomized tests in distributed and quantized detection systemsIEEE Transactions on Information Theory, 1992
- CFAR data fusion center with inhomogeneous receiversIEEE Transactions on Aerospace and Electronic Systems, 1992
- Optimal Decentralized Detection for Conditionally Independent SensorsPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1989
- Optimum quantization for detectionIEEE Transactions on Communications, 1988
- Optimal Data Fusion in Multiple Sensor Detection SystemsIEEE Transactions on Aerospace and Electronic Systems, 1986