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Imagine that we end up with an airtight workplace verification system built on a perfect database — but without a path to legalization.
So what we do is crowdsource to build the perfect database".
Perfect database, where the database contains perfect estimates of instantaneous channel conditions between UEs and small cells.
Now you can see why we're still battling to create the perfect database some half century or more since we first really started to use the term.
This implies that it is not necessary to strive to achieve perfect information, which may incur significant signalling costs to obtain, since the roughly trained database approaches the performance of the perfect database as the load in the network increases.
Regarding the database-aided scheme, two variants of databases are considered based on the type of UE small cell channel information stored [5]: Perfect database, where the database contains perfect estimates of instantaneous channel conditions between UEs and small cells.
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It can be observed that the throughput performance offered by the perfect database-aided scheme and by the benchmarking scheme are almost identical.
Additionally, we observe that that the performance of the UL signalling based, DL signalling based and perfect database-aided schemes are almost identical.
The performance of this scheme with respect to the baseline scheme and to the perfect database-aided scheme is shown on Fig. 16.
Results are displayed for the baseline scheme not implementing energy savings (ES), for the perfect database-aided scheme, and for a benchmark energy savings scheme where signalling latencies are ignored.
This sojourn time reduction is particularly observed for the perfect database-aided, UL signalling based and DL signalling based energy savings schemes, for which the throughput gains are the highest.
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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