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Each successive layer offers better compression performance, but at a higher complexity and computation cost.
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With increasing innovational dynamics and shorter product and technology lifecycles, companies are facing a huge number of production ramp-ups in shorter times at a higher complexity.
Simulations results show that LRTHP and THP present a higher robustness than ZF precoding against channel quantization errors but at the cost of a higher complexity at the BS.
Unfortunately, these gains come at the cost of a higher complexity.
This could provide improvements in the detection performance at the cost of a higher complexity.
Among the evaluated precoding techniques, numerical results show that the highest robustness against imperfect CSI is achieved with LRTHP at the cost of a higher complexity.
This approach allows many sites to cooperate with each other, sharing data and services, at the cost of a higher complexity architecture.
Adding extra optimization terms for other neighboring cells only brings minimal performance at a high-complexity cost since most of the per-subcarrier interference comes from one base station[23].
Nonlinear algorithms, such as decision feedback-based [22] or tree-based detectors [23], perform near the optimum, but still at the expense of a high complexity.
At the start of therapy, the SSCP assay revealed a high complexity pattern (at least six SSCP bands) in all patients.
It can be observed that the convergence speed of the centralized scheme is still slightly higher than in the distributed case, and in most cases, the centralized solution outperforms the gradient-based approach (however, at a much higher complexity).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com