15.060 Data, Models, Decisions 15.060 Data, Models, Decisions
Turning Data into Action and Better Business Decisions Data in... · Turning Data into Action and...
Transcript of Turning Data into Action and Better Business Decisions Data in... · Turning Data into Action and...
Turning Data into Action and Better Business Decisions
Jeremy McCullough
Page 2
Typical spend in Opex. phase of a commercial office buildingTechnology focus till now has been impacting energy/utilities optimization in building
<<<<<<
$3
/SqFt/year
$30
/SqFt/year
$300
/SqFt/year
-10%$0.3 /SqFt/year
-10%$3 /SqFt/year
+ 1% $30 /SqFt/year
Utilities Real Estate People Work Force is Changing
Dell and Intel found 80% of
Millennials state workplace
technology would effect their
decision taking a new job
World Green Building Council
found 81% of workers have a
difficult time concentrating when
hot and 62% say it takes 25%
longer to complete a task.
World Urban
Population Migration
Electricity Consumption in
Buildings
Number of Connected
Devices in Buildings
2014
1.7B x32020
5.5B
2017
+60%
2035
Megatrends changing the needs of the buildings market…
+2.5Bby 2050
UnrealizedPotential
RealizedPotential
58%
42%
Industry
79%
21%
Infrastructure
82%
18%
Buildings
Source : World Energy Outlook 2012, OECD / IEA, Internal analysis
We have massive untapped efficiency potential
Conditioned Based Maintenance
•Traditional maintenance fails to address almost 80% of failures
preventively.
•Use smart assets, sensors, connectivity and FDD to predict eminent
failure and act just in time.
•Automated Fault Detection and Diagnostics (FDD) monitors thousands
of sensors, comparing actual operation against expected based on site-
specific sequences to predict faults and identify better operating
methods.
•BEST PRACTICE: Utilizing FDD and conditioned-based maintenance
within service plans maximizes the impact of service maintenance
spend.
Evolving beyond traditional maintenance practices to leverage IOT to become predictive
http://www.arcweb.com/Lists/Posts/Post.aspx?ID=260
ARC studies show only 18% of asset failure is age
related. Based on these data, preventive maintenance
provides a benefit for just 18 percent of assets, and
monitoring for Predictive maintenance is recommended
option for the rest
Automated Fault Detection & Diagnostics (aFDD)
aFDD enables you to convert building automation and meter data into specific,
prioritized issues according to their dollar value or comfort and maintenance
priority on an equipment by equipment basis. Additionally, remote bureau and data
scientists provide expert consultation on the results of regular reporting.
aFDD Helps You:
• Prioritize issues based on Energy, Comfort and Maintenance on a
1 to 10 scale
• Associate costs with every diagnostic finding
• Drill down to the root cause of problems with automated
troubleshooting guidance
• Quickly assign actions, create tasks and track progress on
diagnostic findings
Monitoring-based Commissioning (MBCx)
MBCx provides performance trends with cost associations illustrating which
building and equipment have faults or inefficiencies over time. Additionally,
remote bureau and data scientists provide expert consultation on the results of
regular reporting.
MBCx Helps You:
• Identify capital improvement projects and equipment upgrades to realize
ongoing cost savings
• Target key issues impacting system performance
• View avoidable costs associated with repair and maintenance needs and
operational changes (e.g. adjustment to control sequences or faulty dampers
and valves)
• The impact of faults and opportunities in terms of cost, Energy, Comfort and
Maintenance priority can be viewed over time to observe and analyze trends.
Examples of findings:
• Sequence deviations
• Simultaneous heating and cooling
• Manual overrides
• Excess reheating
• Trends in chiller efficiency
• Short cycling
• Leaking valves, broken dampers
• Opportunity for higher/lower loop set
points
• Opportunity for static pressure reset
• Suboptimal economizer controls
• Poor occupancy scheduling
• Excessive zone temperature set points
• Recurring alarms
• Duration of alarms
• Sensor issues
Disruptive technologies driving IoT in buildings create opportunity…
ANALYTICSCLOUDMOBILITY SENSING CYBER SECURITY
Opportunity to leverage data and
take action to make your building
smarter.
“IoT isn’t a technology
revolution, it’s a Business
Revolution enabled by
technology”
Sam George, Microsoft
From Data to ImpactThe Path to uncovering the “Aha” moments
Turn data into action
Connect Collect Analyze Take Action
Connect everything
from shop floor to
top floor
Capture critical data
at every level, from
sensor to cloud
Convert data into
meaningful analytics
Drive action through
real-time information
and business logic
Close the loop
Smart Building Design Impact
More
Comfort & Productivity
• 33% fewer Complaints
• 35% reduced Sick Leaves
• 15% reduction in Productivity leakage
• Fort Gary Hotel
• World Green Bldg Council
Increase
Value of Buildings• 6% additional Rental value
• 15% premiums in Building Price
• Journal of Sustainable Real
Estate, US DOE, American Real
Estate, UNEP FI, Green Bldg
Market Barometer, American
Economic Review
Source
Maximize
Efficiency of Buildings
• 20% increase in Energy Savings
• 25% less Maintenance Costs
• 15% improved Space utilization
• 30% faster Deployment
• Customer case studies
• The Edge – Amsterdam