Distributed Radar Detection
Summary
Multiradar surveillance systems are composed of several sensors located
over a geographic area, and allow increased coverage area and reliability
compared to a single sensor system. Other advantages are extended time
coverage, resilience to fading, and graceful degradation. The joint use
of multiple sensors for detection and tracking in air traffic control (ATC)
and vessel traffic surveillance (VTS) applications is attracting an increasing
research interest.
Decentralized or team decision making in such multisensor systems is
of great interest since it allows decreased communication bandwidth in
comparison with centralized processing, together with lower design complexity,
lower computational power requirements and greater fault tolerance.
The most successful decentralized architecture for multisensor detection
is the parallel fusion topology. Each radar detector takes a binary decision
independently of the others about the presence or absence of the target
in the resolution cell under test, and sends its partial result to a fusion
center which takes the final decision. A management center controls the
local detectors and the data fusion center, so as to maximize the global
system detection performance. The achievable performance is significantly
higher than a single sensor system thanks to the spatial diversity, especially
in non-Gaussian environments.
Research topics:
Optimization of radar networks
Performance analysis in terms of coverage area
Constant false alarm rate (CFAR) distributed detection in non-Gaussian
disturbance
Communication-constrained decentralized radar detection
Publications
- F. Gini, F. Lombardini, L. Verrazzani, "Robust Monoparametric
Multi-radar CFAR Detection against Non-Gaussian Spiky Clutter," IEE
Proceedings Part. F (Radar, Sonar & Navigation), (to appear, 1997).
- F. Gini, F. Lombardini, "Comments on "Optimal Multiple Level
Decision Fusion with Distributed Sensors"," IEEE Transactions
on Aerospace & Electronic Systems, (to appear, July 1997).
- F. Gini, F. Lombardini, L. Verrazzani, "Decentralized CFAR Detection
with Binary Integration in Weibull Clutter," IEEE Transactions
on Aerospace & Electronic Systems, (to appear, April 1997).
- F. Lombardini, "Dependent Randomization for Distributed Decision
Fusion under Communication Constraints," Proceedings of the IEEE
1996 International Symposium on Information Theory and its Applications,
Victoria, B.C., Canada, 17th-20th September 1996, pp.266-269.
- F. Lombardini, L. Verrazzani, "Communication-Constrained Distributed
Radar Detection in Spiky Clutter," Proceedings of the IEEE 1996
National Radar Conference, Ann Arbor, MI, U.S.A., 13th-16th May 1996,
pp.285-290.
- G. Corsini, F. Gini, M.V. Greco, L. Verrazzani, "Cramer-Rao Bounds
and Estimation of the Parameters of the Gumbel Distribution," IEEE
Transactions on Aerospace & Electronic Systems, vol.31, No.3, pp.
1202-1204, July 1995.
- F. Gini, F. Lombardini, L. Verrazzani, "Decentralized CFAR Detection
with Binary Integration in Weibull Clutter," IEEE Transactions
on Aerospace & Electronic Systems, (to appear, April 1997).
- F. Lombardini, F.Gini, L. Verrazzani, "CFAR Problems for Distributed
Detection in Non Gaussian Clutter," Proceedings of the ICSPAT'95
6th International Conference on Signal Processing Applications and
Technology,
Boston, U.S.A., 24th-26th October1995, pp.1598-1602.
- F. Gini, F. Lombardini, L. Verrazzani, "A Robust Approach to Decentralized
CFAR Detection in Spiky Clutter," Proceedings of the EuMC'95 25th
European Microwave Conference, Bologna, 4th-7th September 1995, pp.584-588.
- F. Lombardini, F. Gini, L. Verrazzani, "A New Monoparametric CFAR
Detector Robust Against Spiky Clutter," Proceedings of the 15th
GRETSI Symposium on Signal and Image Processing, Juan-Les-Pins, France,
September 1995.
- E. Dalle Mese, F. Gini, M.V. Greco, F. Lombardini, L. Verrazzani,
"Sensori
Multipli e Fusione dei Dati," Alta Frequenza, Rivista di Elettronica
(AEI), Vol. 6, n. 1, Jan.-Feb. 1994, pp. 9-23.
- E. Dalle Mese, F. Gini, M.V. Greco, F. Lombardini, L. Verrazzani,
"Decision
Fusion in a High Resolution Multiradar Network," Proceedings of
the NATO AC/243 Panel 3/4 Symposium on Multisensors and Sensor Data Fusion,
Brussels, Belgium, 8th-11th November 1993, pp.14/1-14/12.
- F. Gini, M.V. Greco, F. Lombardini, L. Verrazzani, "Distributed
CFAR Detection in Weibull Clutter," Proceedings of the 14th GRETSI
Symposium on Signal and Image Processing, Juan les Pins, France, 13th-16th
September 1993, pp. 1171-1174.
Contact persons