DOA ESTIMATION PERFORMANCE BREAKDOWN: A NEW ... - eurasip

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A NEW APPROACH TO PREDICTION AND CURE ..... CRB = 0.006. MUSIC. RML h igure 1Df LR analysis results for ЛЗbq 439 1 4 . 0. 0.1. 0.2. 0.3. 0.4. 0.5. 0.6.
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MUSIC R RML

0.4

0.3

0.2

0.1

0.6

0.4

0.2

0

0.1

0.2 d5 = [0...4],

0.3

0.4

0.5 0.6 0.7 0.8 LR w3 = [−0.40, 0.00, 0.06], N = 100, 20dB SNR, 1000 trials

0.9

0

1

0.1

0.2

0.3 0.4 0.5 0.6 0.7 0.8 LR w3 = [−0.40, 0.00, 0.06], N = 100, 20dB SNR, 1000 trials

0.9

1

0.7 incorrect R (64 trials) ML (936 trials) correct R

0.14

ML

sample probability

0.12 0.1 0.08 0.06 0.04

0.6

MUSIC RML

0.5

CRB = 0.010

0.4 0.3 0.2 0.1

0.02 0

0

d5 = [0...4],

0.16

sample probability

0.1

,B

0.5

0

0

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d5 = [0...4],

0.8

0

0.1

0.2

0.3

0.4

0.5 LR

0.6

0.7

0.9

0

1

0.1

0.2

$B

w3 = [−0.40, 0.00, 0.03], N = 100, 20dB SNR, 1000 trials

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0.3

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d5 = [0...4],

0.14



0.4 0.5 0.6 0.7 absolute error of worst DOA estimate

0.8

0.9

1

+

w3 = [−0.40, 0.00, 0.03], N = 100, 20dB SNR, 1000 trials

0.2

MUSIC R R

0.12

0

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d5 = [0...4],

0.8

incorrect MUSIC (995 trials) correct MUSIC (5 trials)

0.1

sample probability

sample probability

ML

0.08 0.06 0.04

0.15

0.1

0.05

0.02 0

0

0.1

0.2 d5 = [0...4],

0.3 0.4 0.5 0.6 0.7 0.8 LR w3 = [−0.40, 0.00, 0.03], N = 100, 20dB SNR, 1000 trials

0.9

0

1

0.2

0.3 0.4 0.5 0.6 0.7 0.8 LR w3 = [−0.40, 0.00, 0.03], N = 100, 20dB SNR, 1000 trials

0.9

1

0.35 incorrect R (592 trials) ML (408 trials) correct R

0.14

ML

sample probability

0.12

sample probability

0.1

d5 = [0...4],

0.16

0.1 0.08 0.06 0.04

0.3

MUSIC R

0.25

CRB = 0.021

ML

0.2 0.15 0.1 0.05

0.02 0

0

0

0.1

0.2

0.3

0.4

0.5 LR

0.6

0.7

0.8

0.9

1

0

0

0.1

D

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0.2

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0.3

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0.4 0.5 0.6 0.7 absolute error of worst DOA estimate

0.8

0.9

1