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At the cost of slight increasing complexity due to the gain update at each step, the OMP algorithm shows a clear gain in terms of performance.
After the above update at each major iteration, a QP problem is solved to find the step length d k, which minimizes the SQP objective function f.
The multi-sensor CIF constitutes of three main steps: time update and measurement update at each sensor i and time k.
To the best of our knowledge, existing literature on DCTS methods assumes that local timing update at each node is done using only current timing information, that is, via a first-order DCTS (FO-DCTS) approach.
More specifically, the quantizer update at each step from the Voronoi region construction and the subsequent computation of codewords based on the Voronoi partitions, the two main tasks in the typical Lloyd design, would not generally produce the regular quantization partitions and cannot guarantee that the global metric will not increase.
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As this is a new process and work is still in progress, we will provide updates at each key stage.
Solution is updated at each iteration j.
The search center is updated at each layer as follows.
These messages are updated at each iteration, until convergence.
The model will be updated at each iteration due to current reservoir information.
The capacity value is updated at each iteration and greatly improved at the convergence time.
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