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A New Approach to Data Center Infrastructure Monitoring and Management (DCIMM) Moises Levy MSc Eng. PhD Candidate
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A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Aug 17, 2020

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Page 1: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

A New Approach to Data Center Infrastructure Monitoring and Management (DCIMM)

Moises LevyMSc Eng.PhD Candidate

Page 2: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

The Institute for Sensing and Embedded Network SystemsEngineering (I-SENSE) mission is to catalyze exploration anddiscovery at the confluence of sensing, smart systems, andcritical application areas to support FAU’s aspiration of becomingthe country’s next top-tier research university.

isense.fau.edu

Page 3: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Data Centers

Ernest Orlando Lawrence Berkeley National Laboratory“United States Data Center Energy Usage Report”, June 2016

o Energy intensive

o IT equipment ~1000 W/m2

o U.S. ~ 3,000,000 Data Centers

o ~1.8% of total electricity consumption

o 2020: ~73 billion kWh

o Downtime ~$ 9,000 / min

Page 4: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Data Center Infrastructure ManagementMonitor, control & management

Availability, reliability and continuity

Energy, capacity and performance

Downtime and TCO

Predictive behavior

Facility expansion or relocation

Page 5: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

StandardsANSI / BICSI 002-2014Data Center Design and Implementation Best Practices

Page 6: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

StandardsISO/ IEC 18598 : 2016Information technology - Automated infrastructure management (AIM) systems - Requirements, data exchange and applications

AIM systems:manage structured cabling systems.

Page 7: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

U.S. Legislation (Federal DCs)

The Energy Efficiency Improvement Act of 2014 (H.R. 2126)> energy efficiencyDevelop best practices

Data Center Optimization Initiative (2016)By 2018: < Power usage effectiveness

Automated DCIM tools

Energy Efficient Government Technology Act (H.R. 306)Energy efficient technologyOptimization asset usageDevelop new metrics

Page 8: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Internet of Things

Gartnerhttp://www.gartner.com/newsroom/id/3598917

o Interconnecting physical and virtual “things”

o Based on interoperable information and communication technologies

6.48.4

20.4

2016 2017 2020

"Thi

ngs"

Con

nect

ed

(In

Bill

ions

)

Recommendation ITU-T Y.2060, 2012

Page 9: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

ChallengesSolutions specifically designed for Data Centers

Lack of adequate instrumentation

Real-time data collection is not a trivial task

Right data vs. Collecting more data

Page 10: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Cabling Challenges

Page 11: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Project Management

Cost Schedule

Quality

Page 12: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Challenges

New approaches for real-time data collection

Page 13: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

What can we find in a Data Center ?

Power Delivery

UPSSwitchgear

Electrical panelGenerator

PDURPP

Power Consumption

IT equipment

HVAC

Lighting

Fire system

Automation

Page 14: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Concept of Operations

Data collectionPower

Environmental / Motion

Sensing devices

Reliability

Wireless

Real-time

Low-power

Battery operated

Low-cost

Page 15: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Measurements

Pow

er

• Non-invasive methods

• Real-time data: Communication interfaces (e.g. SNMP over TCP/IP)

Envi

ron

men

tal

• Real-time data

• Sensors:Temperature, Humidity, Airflow, Water, Security, Vibration, Differential air pressure, Light, Fire systems …

Pro

cess

or

• Directly access measurements

• Comparison of measurements to help decision-making

• Critical task interference ?

Page 16: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Processor MeasurementsAir inlet temperature

AirflowOutlet temperaturePower utilization

CPU utilizationMemory utilization

I/O utilizationMaybe NOT availablefor all IT equipment

Page 17: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Data Collection and Transmission

Device location

Relocation

Failure diagnostics

New devices

Redundancy

Page 18: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Data Collection and Transmission

Data acquisition

Tx gathers data from sensing devices

Tx stores data some time in

case of problems

Tx sends it to

storage device

> network lifetime

+ balance energy

Multihoproutingprotocol

Page 19: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Redundancy

Why? Sensitive data loss

How? Decision based on Data Center reliability and redundancy level

N+1, 2N, 2N+1 …

Page 20: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Storage, Processing and Management

Storage, processing

and management

Storage:

localy or remotely

Metadata management

system

IoT enablement

platform

Reports and dashboards

Connect devices anywhere to the cloud

data about data

Page 21: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Predictive Modeling

Predictive behavior

New tools Simulation Modeling

Forecasting

Real-time Data

Know-how

Neural networksArtificial intelligence

Machine learning Predictive modeling… … …

Page 22: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

SummaryRapid deployment of a reliable real-time monitoring system

Battery operated, low-power wireless sensing devices

+ data retrieved from equipment

= non-invasive and non-interruptive data collection

Page 23: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

SummaryDCIMM must include end-to-end resource management

(IT equipment + supporting infrastructure)

Opportunities for transferring data, control power and environmental parameters.

Page 24: A New Approach to Data Center Infrastructure Monitoring ...€¦ · Data Centers Ernest Orlando Lawrence Berkeley National Laboratory “United States Data Center Energy Usage Report”,

Thank you.

Moises LevyMSc Eng.PhD Candidate

[email protected]@gmail.com

www.LevyMoises.com

Reference:- M. Levy and J. O. Hallstrom, “A New Approach

to Data Center Infrastructure Monitoring and Management (DCIMM),” IEEE CCWC 2017. The 7th IEEE Annual Computing and Communication Workshop and Conference. Las Vegas, NV, 2017. Best paper award.

DOI: 10.1109/CCWC.2017.7868412