Your English writing platform
Discover LudwigSuggestions(5)
Exact(25)
Regular scenario planning and risk assessment is one key way.
Thus, MRA assumes a single 'average' regular scenario per cell.
Then, a preliminary parameter sensitivity analysis is performed in a regular scenario.
A comprehensive sensitivity analysis has shown that the regular scenario is a worst-case scenario for MTS and PTS, i.e., the improvement in UUR obtained with them in any irregular scenario is larger than in the regular scenario.
The following subsections describe first the optimization process in a regular scenario and later explain the extension to irregular scenarios.
Performance statistics are collected only for the centralcell i. Figure 1 Regular scenario in the parameter sensitivity analysis.
Similar(33)
The method consists of four stages, namely global scenario construction, division into local regular scenarios, local problem solving, and aggregation of local solutions.
The idea is to approximate one real and complex scenario by many simple and regular scenarios that can be solved easily and independently.
As a result of problem division, N neigh (i) regular scenarios are built and solved for each cell i. Figure 5 Scenario regularization.
For this purpose, the parameter planning problem in a cell is formulated analytically through the combination of multiple regular scenarios built on a per-adjacency basis.
In such regular scenarios, a simple gradient descent method is used to find the optimal parameter settings that maximize average user throughput while still ensuring a minimum cell-edge user throughput.
Write better and faster with AI suggestions while staying true to your unique style.
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