march 2020 uhana by vmware · robust deep learning architecture. what uhana is doing is state of...

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Research Note March 2020 Uhana by VMWare VMWare moves into the RAN Author: Patrick Kelly www.appledoreresearch.com © Appledore Research LLC 2020. All rights reserved. No part of this publication may be reproduced, stored in a retrieval system or transmitted in any form or by any means – electronic, mechanical, photocopying, recording or otherwise – without the prior written permission of the publisher. Figures and projections contained in this report are based on publicly available information only and are produced by Appledore Research LLC independently of any client- specific work within Appledore Research LLC. The opinions expressed are those of the stated authors only. Appledore Research LLC recognizes that many terms appearing in this report are proprietary; all such trademarks are acknowledged, and every effort has been made to indicate them by the normal USA publishing standards. However, the presence of a term, in whatever form, does not affect its legal status as a trademark. Appledore Research LLC maintains that all reasonable care and skill have been used in the compilation of this publication. However, Appledore Research LLC shall not be under any liability for loss or damage (including consequential loss) whatsoever or howsoever arising because of the use of this publication by the customer, his servants, agents or any third party.

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Page 1: March 2020 Uhana by VMWare · robust deep learning architecture. What Uhana is doing is state of the art for AI operations. It is solving some of most difficult business problems

Research Note March 2020

Uhana by VMWare VMWare moves into the RAN Author: Patrick Kelly

www.appledoreresearch.com

© Appledore Research LLC 2020. All rights reserved. No part of this publication may be reproduced, stored in a retrieval system or transmitted in any form or by any means – electronic, mechanical, photocopying, recording or otherwise – without the prior written permission of the publisher. Figures and projections contained in this report are based on publicly available information only and are produced by Appledore Research LLC independently of any client-specific work within Appledore Research LLC. The opinions expressed are those of the stated authors only. Appledore Research LLC recognizes that many terms appearing in this report are proprietary; all such trademarks are acknowledged, and every effort has been made to indicate them by the normal USA publishing standards. However, the presence of a term, in whatever form, does not affect its legal status as a trademark. Appledore Research LLC maintains that all reasonable care and skill have been used in the compilation of this publication. However, Appledore Research LLC shall not be under any liability for loss or damage (including consequential loss) whatsoever or howsoever arising because of the use of this publication by the customer, his servants, agents or any third party.

Page 2: March 2020 Uhana by VMWare · robust deep learning architecture. What Uhana is doing is state of the art for AI operations. It is solving some of most difficult business problems

Uhana by VMWare - VMWare moves into the RAN

Page 2 www.appledoreresearch.com © Appledore Research 2020

VMware acquired Uhana in August 2019 as it helps its customers prepare for the 5G future. Uhana's technology was originally developed at Stanford University. Uhana's intelligent analytics will complement the service assurance capabilities from VMware Smart Assurance, as well as other network data collection products.

Uhana Founded 2016 in Palo Alto, CA Acquired VMWare in August 2019 undisclosed sum Product Real time stream processing AI engine for mobile RAN

Employees 35 (30% in R&D) Solving operational problems in specific domains

4G to 5G upgrade cycle Subscriber experience Automation in 5G

ANALYSIS Uhana by VMWARE is a powerful AI engine driving real value for mobile network operators in detecting anomalies in the RAN. Its distinct value is real time intelligence using its stream processing engine and robust deep learning architecture. What Uhana is doing is state of the art for AI operations. It is solving some of most difficult business problems in the RAN as mobile operators make the shift from 4G to 5G. Uhana uses eNodeB trace data to measure signal strength and look at all the radio sessions in real time. The AI engine can then detect anomalies in the RAN and report on granular, real-time data to correlate subscriber-level impacts by radio cell. For operators looking at suppliers you have to ask yourself can my supplier solve problems faster, cheaper and more accurately using AI vs current tools and people? Uhana is worth a serious look in the management of the RAN.

Source: VMWare