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Tecnologie e soluzioni per implementare la manutenzione 4.0

(in lingua inglese)

Analisi dei Big Data: metodo ed algoritmi per diagnosticare anomalie ed implementare la manutezione predittiva.
Introduzione a SAS e come vedono l'azienda gli analisti.
Big Data.
Casi applicativi SAS con Cisco, e GE Transportation.
La piattaforma SAS.

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Atti di convegni o presentazioni contenenti case history
MCM Milano aprile 2018 Tecnologie e soluzioni per implementare la manutenzione 4.0

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da Alessia De Giosa
MCM Milano 2018Segui aziendaSegui




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Estratto del testo
Gli atti dei convegni e pi di 9.000 contenuti su www.verticale.net Milano Copy rig ht SA S Institute Inc. A ll rig hts re served. SAS Asset Performance Analytics Analisi dei Big data: metodo ed algoritmi per diagnosticare Anomalie ed implementare la Manutenzione Predittiva Fabrizio Carboni Copy rig ht SA S Institute Inc. A ll rig hts re served. Analisi dei Big Data Agenda Chi SAS I fundamentali dell'Analisi dei Big Data La soluzione SAS: metodo ed algoritmi Casi d'uso ' Copy rig ht SA S Institute Inc. A ll rig hts re served. 41 #1 14,032 TOP 94 83,000+ US $3.2 b 26% 94% World's Best Multinational Workplaces list SAS employees worldwide of the top 100 companies on the GLOBAL 500 LIST Annual reinvestment in R&D Continuous Revenue Growth since 1976 Years of BUSINESS
ANALYTICS World's privately held software company LARGEST Customer sites in 149 countries Annual customer retention rate 0 1 2 3 4 1976 1980 1984 1988 1992 1996 2000 2004 2008 2012 2016 Copy rig ht SA S Institute Inc. A ll rig hts re served. SAS in Italia Oltre 330 persone a Milano, Roma, Mestre, Torino: ' Servizi Professionali: progetti e consulenza ' Formazione nei Centri di Formazione SAS o on-site ' Assistenza Tecnica e Servizi di Supporto Clienti ' Comunicazione e valorizzazione casi di successo ' Business & Industry Domain Experts ' Partnerships e Alleanze ' Collaborazioni con Universit: didattica, innovazione, certificazione ' Relazione di lungo periodo con i Clienti ' User's Groups e scambio di esperienze a internazionale Copy rig ht SA S Institute Inc. A ll rig hts re served. SAS & BIG DATA Predictive Analytics Come ci vedono gli analisti The Forrester Wave: Predictive Analytics and
Machine Learning Solutions, Q1 '17 The Forrester Wave: Big Data Predictive Analytics
Solutions, Q2 '15 Copy rig ht SA S Institute Inc. A ll rig hts re served. Big Data (Noun) When the volume, velocity,
and variety of data exceeds
an organization's storage or
computing capacity for accurate and timely decision-making 'Big Data' is RELATIVE, not ABSOLUTE Copy rig ht SA S Institute Inc. A ll rig hts re served. Lost Production Capacity Inspection Planning Model Inventory & Management High Maintenance Costs Root Cause Analysis Unplanned Downtimes Safety Health Environment Data Quality Reporting and Collaboration Asset Management Monitoring and Alerting Copy rig ht SA S Institute Inc. A ll rig hts re served. Lost Production Capacity Inspection Planning Model Inventory & Management High Maintenance Costs Root Cause Analysis Unplanned Downtimes Safety Health Environment Data Quality Reporting and Collaboration Asset Management Monitoring and Alerting Copy rig ht SA S Institute Inc. A ll rig hts re served. Unplanned Downtime Distribution in Process Manufacturing Worldwide, on average unscheduled shutdowns and slowdowns account for
4-7% of lost production Of this: ' 42% is related to people and is a result of improper actions people took or proper actions they did not take ' 36% is a result of unplanned equipment outages ' 22% is a result of undetected and uncontrolled process upsets Copy rig ht SA S Institute Inc. A ll rig hts re served. Unplanned Downtime Distribution in Process Manufacturing Worldwide, on average unscheduled shutdowns and slowdowns account for
4-7% of lost production Of this: ' 42% is related to people and is a result of improper actions people took or proper actions they did not take ' 36% is a result of unplanned equipment outages ' 22% is a result of undetected and uncontrolled process upsets Gestione Anomalie Manutenzione Predittiva The SAS Platform enables BI & Analytics Continuum Descriptive ' What is happening'
' Report/Monitor Results Predictive
(Maintenance)
' What will happen'
' Identify Outcomes Diagnostic
(Anomaly Detection)
' Why did it happen'
' Understand the context Data Copy rig ht SA S Institute Inc. A ll rig hts re served. Big Data & Information Overload Copy rig ht SA S Institute Inc. A ll rig hts re served. CISCO & SAS: ANALYTICS AT EDGE SAS Analytics have
been embedded into
CISCO routers
(analytics at the
edge) in order to take
better and faster
decisions based upon
sensors data and
send proper signals
to actuators. In the Energy use case, the main goal of smart routers is to detect and understand events that are affecting the power grid, with the objective of keeping the grid stable. "GE Transportation's locomotives are
equipped with edge devices that
manage hundreds of data elements
per second to optimize locomotive
operation," said Garret Fitzgerald,
General Manager of Transport
Intelligence at GE Transportation. "We
use SAS Event Stream Processing in
our Predix-based EdgeLINC offering to
enable our customers with analytical
insights on their data in real time ...' GE leverages SAS ESP powered by the SAS Platform Copy rig ht SA S Institute Inc. A ll rig hts re served. A US independent producer reduced non- productive time by 30% by anticipating electric motor failure. Copy rig ht SA S Institute Inc. A ll rig hts re served. THE SAS PLATFORM CREATING VALUE FROM DATA - Analytics Life cycle Prepare Explore Model Implement Act Evaluate Ask Discovery Deployment Iterative Leading Edge Experiments Fail Fast Data Science Interactive New data Innovation Deep Learning Governed Robust Automated Regulated Actions Consistent Documented Decisions DATA Copy rig ht SA S Institute Inc. A ll rig hts re served. THE SAS PLATFORM Integration between Lab and Factory Prepare Explore Model Implement Act Evaluate Ask Discovery Deployment Analytics Factory Lab: Analytics Factory: Industrialize Lab: Explore and Evaluate ' People ' Process - Technology ' Mastering Big Data - Establishing Analytics as a Value Driver Copy rig ht SA S Institute Inc. A ll rig hts re served. DATA SCIENTIST DATA MINING EXPERT DATA VIZ EXPERT INNOVATION MANAGER DATA ENGINEER BUSINESS ANALYST ' continuous marketing observation ' new idea generation ' exploration and visual analysis of data ' interpretation of the statistical significance of the signals ' creation of predictive statistical models in fuction of the data significance ' information interpretation ' representation on the basis of the business meaning ' interpretation of data and statistical signals in terms of business value ' management of data and information sources ' transformation and creation of repositories LAB TEAM The Lab Team is the
Center of Excellence of the innovation process by:
' creating new ideas and opportunities ' fine tuning and prioritization of use cases ' prototyping and evaluation of the results The Lab SKILLS Copy rig ht SA S Institute Inc. A ll rig hts re served. NEXT STEPS - SCENARIOS PoC ' Low cost low time ' Quick proof with sample data ' No data innovation injection ' Usually one shot use case addressed Da ta Inno va ti on La b 'Skills and methodology enablement to Customer ' Continuous process ' Big data platform ' Flexible addressing of use case evaluation and prototyping ' Optional ' Ready to production Lab Bi g Da ta Analy ti cs Fac tory ' Big data predictive models working in production ' Real time processing ' Horizontal layer for holistic analytics vision ' Vertical layers for specific deps needs sas.com Copy rig ht SA S Institute Inc. A ll rig hts re served. Fabrizio Carboni ' Regional Energy Practice Manager, SAS Grazie! Fabrizio.Carboni@sas.com


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