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Three types of work elements including creative, businesslike and invalid element were abstracted.
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For rectangular arrays with invalid elements, the noise signals or residuals of invalid elements are unknown while the residuals of valid elements are forced to be small.
The effects of invalid elements on the degree of freedom will be studied in Section 1.
Hence, the constrained condition of the l 2-term should be revised, taking into consideration of invalid elements.
Residual at these invalid elements should be unconstrained since no information of these elements is known a priori.
In this section, we compare the performance of 2D- l 1-SVD and l 1-SVD 1-SVDtudy andut the effect of invalid elementstudy
An optimization procedure is then used to both untangle invalid elements and optimize the geometrical accuracy of the mesh.
On the other hand, there should not be too many invalid elements, or the distances between valid elements become so large that there will be grating lobes.
If there are D invalid elements, then no restriction is placed on the range of ({y_{{m_{d}},{n_{d}}}}left (k right),d = 1, cdots,D) since there are no valid samples at these invalid sensors.
When there are invalid elements, the columns of Y in the above MMV problem can be regarded as multiple snapshots of a linear subarray, in which there exists invalid data.
Let R M →(M) be an idempotent function that canonicalizes subsets of M by replacing multiple conflicting elements with the lexically smallest element in the conflict set and removes invalid elements.
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