POWER September 2020 - 19

FOCUS ON O&M
data surrounding power plant productivity
supplemented by grid insights provided by
DI in advanced forecasting models.
4. Utilities during the COVID-19 pandemic
have realized the importance of leveraging advanced
technologies to help with forecasting
electricity demand and consumption. Source:
Creative Commons / Varistor60
Advanced AMI capabilities such as
distributed intelligence (DI) are allowing
utilities to monitor power production and
consumption by the day, hour, or even in
seconds. This enables a much more indepth
and timely analysis of electricity consumption,
allowing utilities to make more
informed and timely operational decisions.
In addition, DI-enabled AMI can provide
visibility to edge grid transactions such
as solar power generation, providing even
more granular insights on bi-directional
power flows. Utilities also can leverage
Forecasting Implications
of AMI Data
The core impact of AMI data is that, if utilities
have greater access to the more granular
data, they can better understand what
is happening in terms of impact on power
consumption patterns. AMI data enables
utilities to more accurately forecast future
demand, production, and consumption.
The COVID-19 pandemic has uncovered
a real need for the rapid availability
and aggregation of AMI data. Near-realtime
AMI data can show the changes
in electricity consumption hour-by-hour,
or even every quarter-hour, informing
utilities on the behavior of their customers.
For example, with much of the U.S.
workforce working remotely from home
or simply quarantining within their residence
during the pandemic, utilities have
widely noticed changes to the aggregate
system load that would not have otherwise
been apparent without AMI data.
Because workers are not commuting,
some are waking up later. This causes
the system load to ramp up later in the
morning than it did before the pandemic,
meaning that peak load hours shift slightly
later in the day. If utilities relied solely
on limited monthly consumption meter
data, this change would be completely
invisible to them.
Because of the short-term intervals of
AMI data, utilities can also assess exactly
when in the day a consumer's HVAC
system turns on and begins to consume
power. By analyzing hourly data, an AMI
solution can deliver a complete picture of
a consumer's electricity usage and when
and why that power is being used. This
allows utilities to work with consumers
to offer flexible rates based on adjusted
peak load hours, which often cause a
higher billing rate for any electricity used
during those peak daily hours. Residential
energy usage is changing significantly
due to COVID-19, and forecasting
electricity consumption as the pandemic
alters demand patterns will be a balancing
act, requiring highly granular AMI
data if utilities are to accurately predict
demand and consumption trends. ■
-Frank A. Monforte, PhD is director of
Forecasting Solutions at Itron.
September 2020 | POWER
www.powermag.com
19
http://www.powermag.com

POWER September 2020

Table of Contents for the Digital Edition of POWER September 2020

Contents
POWER September 2020 - Cover1
POWER September 2020 - Cover2
POWER September 2020 - Contents
POWER September 2020 - 2
POWER September 2020 - 3
POWER September 2020 - 4
POWER September 2020 - 5
POWER September 2020 - 6
POWER September 2020 - 7
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POWER September 2020 - 9
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POWER September 2020 - Cover3
POWER September 2020 - Cover4
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