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EnergyWitness™
Customer Profiles
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Transforming Utility Operations from a Cost Center
to a Standalone Profitable Business
The University of Arkansas in Fayetteville (UAF) has completely redefined how
they operate and fund utility operations. By turning it into a
standalone business that charges for services delivered to the 85
campus buildings, they are doing their own extreme makeoverfrom a
large expense within the general facilities budget to a financially
separate $10 million business.
A System-Wide View for a System-Wide Business
UAF didn't decide to operate as a separate business just for fun.
It was the result of examining ways to address (aka fund) strategic
utility plans and deferred maintenance. Making utility operations its own business requires a system-wide
perspective of every part of the venture. Organizationally, the building staff,
central plant operators, and utility teams had to come together and
operate as a single unit (one wonders why it isn't this way
everywhere,
but that's a separate topic) to make the "business" successful.
There are six campus customer groups, each needing to pay for the
utilities they actually consume, not just a blanket allocation of
all utility costs. This requires a sophisticated approach to cost
allocation, rate structures, and utility billing—leading to the
birth of UAF's Automated Metering and Cost Allocation (AMCA)
system.
AMCA needs a system-wide view of utility operations. It needs a
software platform to consolidate data from a dozen different utility
and operational sources. It needs allocation and invoicing
capabilities on par with what utility companies have.
EnergyWitness meets those needs.
The Automated Metering and Cost Allocation System
AMCA is built on the EnergyWitness platform. The data warehouse
at its core collects and normalizes data from their building
automation systems, meters, and utilities (see full list below).
This feeds a fairly simple (conceptually) set of goals for AMCAto allocate
all the utility costs to the customers and supply information that
is complete and prompt, making the users accountable for
their consumption and provide incentives for conservation. It also
has an operational component, furnishing data and tools for
monitoring,
diagnostics, and
continuous commissioning.
EWUtilityBilling, the EnergyWitness cost allocation and utility
billing system, is AMCA's interface to all campus utility data, meter data (automated and manually
read), historical utility bills, and rate
structures. It creates and manages
deduct meters, virtual meters, allocated meters, and stipulated
meters in addition to the utility main campus meters. And it
generates properly allocated invoices and a variety of reports.
Data Sources

A single chart combines data from JCI, Carrier, electric company,
gas company, and a local airport weather station, all aligned to
the same 15 minute intervals. |
As we've said, UAF is taking a system-wide view of utility
operations. As such they are currently collecting data from the following sources:
- Johnson Controls control system (a few thousand points
around the campus collecting chilled water and steam loop data)
- Carrier control system (300 points for a chiller plant)
- 217 purchased utility bills (electric, natural gas, and water) where
they capture consumption, price, and billing determinants
- 96 deduct utility meters (these are read monthly for consumption for electric, natural gas, and water)
- 40+ stipulated and allocation meters (for steam and chilled water)
- 40+ building electric meters (they come in through Johnson)
- Virtual meters (used to determine lost and unaccounted for energy)
- Electric utility interval data for the four main feeds
- Gas utility interval data for one main gas feed
- Space planning data from their FAMIS system (used in cost
allocation)
- Weather data (METAR data from four local airports)
Soon to be added to this list will be a Square D metering
system. All of the data is either collected at 15 minute
intervals or converted to 15 minute interval data and stored in
the EnergyWitness
data warehouse.
In the case of purchased utilities and manually read
meters, data is normalized to 15 minute intervals. The utilities
group has
immediate access to any collection of data points or summary
reports through EWViewer
and EWUtilityBilling.
Cost Allocation and Consolidated Utility Invoices
The costs are ultimately billed across six customer groups, but
the allocation is much finer than that. Building and zone
maintenance personnel, department heads, and others can view
allocations for each of 85 buildings, and in some cases at the space
level within a building. Each area defined within EnergyWitness has
its corresponding FAMIS and HEGIS codes to know the characteristics
of the space, and use that information in the allocation process.
Many of the buildings on campus have electric, natural gas, or
water meters today, all of which are collected as we saw in the list
of data sources above. The bills for these accounts are all captured
with complete billing determinant information (there are 21 separate
rate structures). The data is
normalized to 15 minute intervals so that calendar-month invoices
can be generated despite the wide variance of from/to dates across
all the purchased utility bills (217 bills across five utility
companies).
Allocated and stipulated meters are added by EnergyWitness to
assist in the allocation of steam and chilled water generated by the
UAF plant. The system uses actual operational data from the Johnson
and Carrier systems to calculate consumption for these meters.
The university has established its own utility rate structure to
charge for generated utilities and to pass through charges for
purchased utilities. The rates are designed to recover the costs of
running the utilities operation and provide incentives for customers
to reduce their usage. The rates support demand charges or any
number of other determinants.
Finally, the invoice is produced. Each customer receives a
consolidated invoice containing consumption data and the billed
amount for each of electricity, natural gas, water, chilled water,
and steam. Since the invoices are for calendar months, each invoice
is partially estimated based on the billing cycle of the purchased
utility components, then adjusted the following month as needed.

Each building has operational data for each utility and its own
HVAC operations aligned with billing information. |
The Value of Combined Billing and Operations Data
AMCA offers a unique capability to the university
customersanswers to the question, "Why is my bill so high this
month?" By combining the billing and operational data in the
same data warehouse, aligned to the same 15 minute intervals, the
facilities staff has the capability to investigate billing issues
and provide answers to help clients make appropriate corrections or
adjustments.
Results So Far and Next Steps
So what's the bottom line? The first major accomplishment came
early in the process. With the plans and business model in place,
the utilities group was able to raise $23 million in bonded capital to undertake expansion,
system replacement, and deferred maintenance projects.
The AMCA system is still a couple months away from completely
replacing the manual Excel-based system, but the early results are
very positive. Data collection has been ongoing for a year from the
two building automation systems. Utility bill history exists for 18
months or more in most cases. Utility interval data, all types of
meters, and complete rate structures have all been fully functional
for many months. And a wide variety of detailed and summary reports
exist, including roll-up reports that show all billing information
across all buildings and use pivot table technology to allow drill
down from annual to quarterly to monthly details.
Stay tuned as we continue to monitor and document University of
Arkansas' accomplishments as all aspects of AMCA come on line for
both utility billing and facility operations.
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