UNCLASSIFIED//FOUO

UNCLASSIFIED//FOUO

Big DataCOL Q. Noreiga

U.S. Army Materiel Command

UNCLASSIFIED//FOUO

UNCLASSIFIED//FOUO

Big Data Analytics

▪ Data Management

– Data Integration

– Data Quality

▪ Communicating

– Visualization Tools

– Tracking / Guiding Operations

▪ Analyzing

– Surrogate Modeling

– Optimization

▪ Talent Management

– ORSA / Data Scientists

– Data Engineers / Software Engineers

2

Goal of Big Data:

To Facilitate

Decision-making

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UNCLASSIFIED//FOUO

Army Readiness Common Operating Picture (AR-COP)

Leveraging Data from Multiple Systems – The ERP Way!

GCSS-Army

DST

WebDesk

AWRDS

GSA

AFMIS

DPAS

JMC

LMP

USAFMSA

DPST

PDREP

AESIP

JMAR

Integrates Data from

Multiple Source

Systems and Provides

an Army Enterprise

View in the AR-COP

* AR-COP on the SIPRNet pulls NetUSR

data from ARMS

LIW

AR-COP Operates on

both the NIPRNet and

SIPRNet*

3

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UNCLASSIFIED//FOUO

Data Analytics

PlatformHANA DB

Analytics / VisualizationsAnalytics / VisualizationsBI / Reporting CapabilitiesBI / Reporting CapabilitiesModeling, Simulation and

Artificial IntelligenceModeling, Simulation and

Artificial Intelligence

Army Enterprise PortalArmy Enterprise Portal

Semantic / Transformation Layer Semantic / Transformation Layer

Data Foundation Layer

Presentation Layer

• Fleet Readiness

• Fleet Projection

• Readiness Improvement Options

• Combat Slant

• CWT and ZPARK

• SSA ASL Performance

• Class IX Parts Impacting Readiness

• Class VII and IX Asset Visibility

• FMC Percentages % by UIC or LIN

• Condition-Based Maintenance (CBM)

• WebLIDB/LMR

• Parts Tracker

• DODAAC Readiness Analyzer

• Customer Satisfaction

• Overage Repairable Management

• Repairable and Recoverable

• Supply Performance Statistics

• Aging Deadline Notifications

• Cost Driver

• DPST

• MMIS

• ARMT

• TPE Planner

• LMI DST; COA Analysis, OIB Optimization

• CBM

• ExASL: Stockage determination

• PSCC: Optimization of storage and distribution

• COMPASS: enables Level of Repair Analysis

(LORA) studies

• CASA: Life Cycle Cost (LCC)/Total Ownership

Cost (TOC) decision support

• Army Air Clearance Authority

Data Staging Area

(DSA)

Converged Enterprise Architecture

4

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UNCLASSIFIED//FOUO

Decision Support Tool (DST)DST consumes and displays data from the authoritative data sources to

provide a complete picture of assets and transactions

LIW

DST

GCSS-A

• Units

• TPE

• LBE

• PDTE

• NEFF

• SSA

• PM-Owned

D-PAS

LMP

• APS

• TSS

• Depot Stocks

• Depot Production

• New Production

AWRDS• APS

• TSS

CIF-ISM• CIF

JMAR • Other

• Property Book

Medical

AE2S

• Allocation of

New & Depot

Production

AST• Unit Cycle

*MDM

FMSWeb

AOS

AESIP

• Units

• PM-Owned

(DRSS-A & Materiel Master)• Force Structure

• Catalog Information

FMS WEB• MTOE & TDA Auths

AOS• Force Structure

• Force Tree

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UNCLASSIFIED//FOUO

6

Condition Based Maintenance (CBM+)

Examples of CBM+ Data Utilization (not all inclusive):

Tactical Level

• Predict Platform Failure

• Identify which engine cylinder is dead

• Which drive wheel is dragging on a Stryker

• Low oil pressure

• Body impact sustained

Operational Level

• Enhance Mission Planning

• Enhance Maintenance Operations

• Increase Combat Readiness

• Increase Supply Availability

• Reduce Total Cost of Ownership

Strategic Level

• Army Fleet Readiness

• Full ERP Integration

• Supply Chain Management

• Machine Learning (Cognitive)

UNCLASSIFIED//FOUO

UNCLASSIFIED//FOUO

Questions?