OpenTalks.AI - Михаил Толмачев, Industry 4.0: Data & Analytics

Transcript

1. Industry 4.0: Data & Analytics OpenTalks.AI conference — February, 2018
2. 2 © 2018 JSC “KPMG”, a company incorporated under the Laws of the Russian Federation, a member firm of the KPMG network of independent member firms affiliated with KPMG International Cooperative (“KPMG International”), a Swiss entity. All rights reserved. EDC (ethylene dichloride) purification sector occasionally faces with the reboiler clogging — Unexpected distillation column clogging halts production for 2 weeks — Scheduled cleaning of the column requires 3 days break Client challenge: Case #1. Predictive maintenance — Creation of a digital maintenance model — Finding key parameters, conditions and operation modes that best describe the root cause — Obtaining the results with the help of predictive model Our approach: — Identified and analyzed reasons of the distillation column clogging — ~40 days prediction the occurrence of clogging — Industrialization of developed algorithm into client’s IT landscape Results:
3. 3 © 2018 JSC “KPMG”, a company incorporated under the Laws of the Russian Federation, a member firm of the KPMG network of independent member firms affiliated with KPMG International Cooperative (“KPMG International”), a Swiss entity. All rights reserved. А metal rolling plant gets 1% of the defective metal sheets during the production — Identify root causes of defective metal sheets — Develop a predictive algorithm for detecting such sheets — Prevent emergence of the defective metal sheets in the future by implementing our solution Client challenge : Case #2. Root cause analysis — Collection of lowest level data — Deep dive into technological process — Using Big Data technologies for predictive analytics Our approach: Results: — Determination of the temperature deviations causes — Understanding of hot-rolling mill operational model — ~4 °C Accuracy of the temperature prediction
4. KPMG Lighthouse KPMG is a “Big Four” firm, a global network of independent member firms providing Audit, Tax, and Advisory services. KPMG have been recognized as a leader by Forrester Research among the providers of analytical services in Forrester Wave™ in Q1 2017 report Our partners © 2018 JSC “KPMG”, a company incorporated under the Laws of the Russian Federation, a member firm of the KPMG network of independent member firms affiliated with KPMG International Cooperative (“KPMG International”), a Swiss entity. All rights reserved. KPMG Deloitte Accenture Digital McKinsey Infosys EY IBM Wipro Atos Capgemini Leaders Strong Performers Contenders Challengers Market presence Strong Current offering Weak Weak Strong Strategy WHO WE ARE: $2.95bn Total Global D&A revenue for FY17 12.5K Global D&A resources 6 Lighthouse Centers of Excellence within a Global network 7 Regional Insights Centers to bring D&A to life for clients
5. 5 © 2018 JSC “KPMG”, a company incorporated under the Laws of the Russian Federation, a member firm of the KPMG network of independent member firms affiliated with KPMG International Cooperative (“KPMG International”), a Swiss entity. All rights reserved. Global KPMG Lighthouse KPMG Lighthouses provide value to all member firms with Intelligent Automation and D&A Core High involvement in Global KPMG Lighthouse strategy execution with significant investments Contributing Local D&A and IA strategy in place, strong cross- functionality and active contribution to global Lighthouse Connected Commitment to build a D&A practice and to plan for growth with implemented cross-functionality Connected (Advanced) Connected member firms with clear ambition to become contributing Make it work for all Member Firms
6. kpmg.ru © 2018 JSC “KPMG”, a company incorporated under the Laws of the Russian Federation, a member firm of the KPMG network of independent member firms affiliated with KPMG International Cooperative (“KPMG International”), a Swiss entity. All rights reserved. The KPMG name and logo are registered trademarks or trademarks of KPMG International. The information contained herein is of a general nature and is not intended to address the circumstances of any particular individual or entity. Although we endeavor to provide accurate and timely information, there can be no guarantee that such information is accurate as of the date it is received or that it will continue to be accurate in the future. No one should act on such information without appropriate professional advice after a thorough examination of the particular situation.