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Table 2 Complexity of the GLRT-LQ detector with SCM, NSCM, and AML estimators (at least K ≥ JN)

From: Multichannel adaptive signal detection in space-time colored compound-gaussian autoregressive processes

Step

Task

Flops

Task

Flops

Task

Flops

S 1

R ^ SCM

O(KJ2 N 2)

R ^ NSCM

O(2KJ2 N 2)

R ^ AML

O(N it KJ 3 N 3)

S 2

R ^ SCM - 1

O(J 3 N 3)

R ^ NSCM - 1

O(J3 N 3)

R ^ AML - 1

O(J 3N3)

S 3

ω SCM = R ^ SCM - 1 s

O(J2N2)

ω NSCM = R ^ NSCM - 1 s

O(J2 N 2)

ω AML = R ^ AML - 1 s

O(J2 N 2)

S 4

ω SCM H s

O(JN)

ω NSCM H s

O(JN)

ω AML H s

O(JN)

S 5

ω SCM H x 0

O(JN)

ω NSCM H x 0

O(JN)

ω AML H x 0

O(JN)

S 6

x 0 H R ^ SCM - 1 x 0

O(JN(JN+1))

x 0 H R ^ NSCM - 1 x 0

O(JN(JN+1))

x 0 H R ^ AML - 1 x 0

O(JN(JN+1))

Total

 

O(KJ2N2)≥O(J3N3)

 

O(2KJ 2 N 2)≥O(2J 3 N 3)

 

O(N it KJ 3 N 3)≥O(N it J 4 N 4)