基于决策树的LTE回退优化

Hussein Al Dorai, Luay Ali Al Irkhis
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引用次数: 0

摘要

在当前的4G网络中,语音通话性能仍然是一个挑战,提供最完美的语音通话可靠性和可访问性是所有网络都在追求的目标。大多数网络都有3G层作为4G层的备份层,因为4G层的覆盖范围较小,主要有两个原因:一是4G频率高,以便有更大的带宽;第二个原因是民用部署的延迟。5G网络将给这两个原因带来更积极的影响,比如一些运营商计划直接从3G跳到5G,这意味着更多的挑战,因为5G需要更多的带宽来实现超级性能,而这只能在占用空间很小的非常高的频率上实现。这意味着运营商仍然需要3G。本文提出了一种新的4G层回退语音呼叫场景。新的方案将缩短移动到移动的设置时间,这是运营商相互竞争的主要关键之一。呼叫性能将被预先发现为滚动新场景的条件,并通过使用决策树对其进行优化,并基于单个呼叫过程进行优化以获得最优决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
LTE fallback optimization using decision tree
The voice call performance is still a challenge in the current 4G networks, providing the most perfect reliability and accessibility of the voice call is the target that all networks are looking for. Most of the networks have 3G layer that is sorted as backup layer for 4G layer, because 4G layer has less coverage which comes as consequence of mainly two reasons: First reason is the 4G frequency is high in order to have greater bandwidth; second reason is the delay of the sites' civil deployment. 5G networks will add more aggressive effects to these two reasons, such as some operators plan to jump directly from 3G to 5G which means more challenges because 5G needs more bandwidth to achieve super performance that can be done only on very high frequencies which have a small footprint. That means the operators are still in need of 3G. This paper develops a new voice call scenario for 4G layer to fallback. The new scenario will shorten the time of mobile-to-mobile setup time which is one of the main keys that operators compete with each other. The call performance will be found in advance to be a condition in order to roll over the new scenario, and that is optimized and based on individual call process by using the decision tree to have optimal decision.
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