Energy monitoring and targeting (M&T) is an energy efficiency technique based on the standard
management
Management (or managing) is the administration of organizations, whether businesses, nonprofit organizations, or a Government agency, government bodies through business administration, Nonprofit studies, nonprofit management, or the political s ...
axiom stating that “you cannot manage what you cannot measure”. M&T techniques provide
energy managers with feedback on operating practices, results of energy management projects, and guidance on the level of energy use that is expected in a certain period. Importantly, they also give early warning of unexpected excess consumption caused by equipment malfunctions, operator error, unwanted user behaviours, lack of effective maintenance and the like.
The foundation of M&T lies in determining the normal relationships of energy consumptions to relevant driving factors (HVAC equipment, production though puts, weather, occupancy available daylight, etc.) and the goal is to help business managers:
* Identify and explain excessive energy use
* Detect instances when consumption is unexpectedly higher or lower than would usually have been the case
* Visualize energy consumption trends (daily, weekly, seasonal, operational...)
* Determine future energy use and costs when planning changes in the business
* Diagnose specific areas of wasted energy
* Observe how changes to relevant driving factors impact energy efficiency
* Develop performance targets for energy management programs
* Manage energy consumption, rather than accept it as a fixed cost
The ultimate goal is to reduce energy costs through improved
energy efficiency Energy efficiency may refer to:
* Energy efficiency (physics), the ratio between the useful output and input of an energy conversion process
** Electrical efficiency, useful power output per electrical power consumed
** Mechanical efficiency, a rat ...
and energy management control. Other benefits generally include increased
resource efficiency Resource efficiency is the maximising of the supply of money, materials, staff, and other assets that can be drawn on by a person or organization in order to function effectively, with minimum wasted (natural) resource expenses. It means using the ...
, improved production budgeting and reduction of
greenhouse gas (GHG) emissions.
History
M&T is an established technique that was first launched as a national program in the
UK in 1980, and has since then spread throughout Europe. These techniques are now also rapidly growing in America.
Goals and benefits
Throughout the numerous M&T projects implemented since the 1980s, a certain number of benefits have proved to be recurrent:
* Energy cost savings: generally 5% of the original energy expenses, according to
The Carbon Trust
The Carbon Trust is a consultancy established in March 2001, with offices across the world. Its aim is to accelerate the pace of private and public sectors decarbonisation and increase energy efficiency in organisations worldwide.
The Carbon ...
. Carbon Trust has conducted a study over 1000
small businesses
Small businesses are types of corporations, partnerships, or sole proprietorships which have a small number of employees and/or less annual revenue than a regular-sized business or corporation. Businesses are defined as "small" in terms of being ...
and has concluded that on average an organization could save 5%.
* Reduction in
GHG emissions: lower energy consumption helps reduce emissions
* Financing: measured energy reductions help obtain
grants
Grant or Grants may refer to:
People
* Grant (given name), including a list of people and fictional characters
* Grant (surname), including a list of people and fictional characters
** Ulysses S. Grant (1822–1885), the 18th president of the U ...
for energy efficiency projects
* Improved product and service costing:
sub-metering allows the division of the energy bill between the different processes of an
industry
Industry may refer to:
Economics
* Industry (economics), a generally categorized branch of economic activity
* Industry (manufacturing), a specific branch of economic activity, typically in factories with machinery
* The wider industrial sector ...
, and can be calculated as a
production cost
Cost of goods sold (COGS) (also cost of products sold (COPS), or cost of sales) is the carrying value of goods sold during a particular period.
Costs are associated with particular goods using one of the several formulas, including specific ident ...
* Improved
budgeting
A budget is a calculation plan, usually but not always financial plan, financial, for a defined accounting period, period, often one year or a month. A budget may include anticipated sales volumes and revenues, resource quantities including tim ...
: M&T techniques can help forecast energy expenses in the case of changes in the business, for example
* Waste avoidance: helps diagnose energy waste in any process.
Technique
Key principles
Monitoring and Targeting techniques rely on three main principles, which form a constant
feedback
Feedback occurs when outputs of a system are routed back as inputs as part of a chain of cause and effect that forms a circuit or loop. The system can then be said to ''feed back'' into itself. The notion of cause-and-effect has to be handle ...
cycle, therefore improving control of energy use.
Monitoring
Monitoring
information
Information is an Abstraction, abstract concept that refers to something which has the power Communication, to inform. At the most fundamental level, it pertains to the Interpretation (philosophy), interpretation (perhaps Interpretation (log ...
of energy use, in order to establish a basis for energy management and explain
deviations from an established pattern. Its primary goal is to maintain said pattern, by providing all the necessary data on energy consumption, as well as certain
driving factors, as identified during preliminary investigation (production, weather, etc.)
Reporting
The final principle is the one which enables ongoing control of energy use, achievement of targets and verification of savings: reports must be issued to the appropriate managers. This in turn allows
decision-making
In psychology, decision-making (also spelled decision making and decisionmaking) is regarded as the Cognition, cognitive process resulting in the selection of a belief or a course of action among several possible alternative options. It could be ...
and actions to be taken in order to achieve the targets, as well as confirmation or denial that the targets have been reached.
Procedures
Before the M&T measures themselves are implemented, a few preparatory steps are necessary. First of all, key energy consumers on the site must be identified. Generally, most of the energy consumption is concentrated in a small number of processes, like heating, or certain
machinery
A machine is a physical system that uses power to apply forces and control movement to perform an action. The term is commonly applied to artificial devices, such as those employing engines or motors, but also to natural biological macromolec ...
. This normally requires a certain survey of the
building
A building or edifice is an enclosed Structure#Load-bearing, structure with a roof, walls and window, windows, usually standing permanently in one place, such as a house or factory. Buildings come in a variety of sizes, shapes, and functions, a ...
and the equipment to estimate their energy consumption level.
It is also necessary to assess what other
measurements
Measurement is the quantification of attributes of an object or event, which can be used to compare with other objects or events.
In other words, measurement is a process of determining how large or small a physical quantity is as compared to ...
will be required to
analyze the consumption appropriately. This data will be used to
chart
A chart (sometimes known as a graph) is a graphics, graphical representation for data visualization, in which "the data is represented by symbols, such as bars in a bar chart, lines in a line chart, or slices in a pie chart". A chart can repres ...
against the energy consumption: these are underlying factors which influence the consumption, often production (for industry processes) or exterior
temperature
Temperature is a physical quantity that quantitatively expresses the attribute of hotness or coldness. Temperature is measurement, measured with a thermometer. It reflects the average kinetic energy of the vibrating and colliding atoms making ...
(for heating processes), but may include many other variables.
Once all variables to be measured have been established, and the necessary meters installed, it is possible to initiate the M&T procedures.
Measure
The first step is to compile the data from the different meters. Low-cost energy feedback displays have become available. The frequency at which the data is compiled varies according to the desired reporting interval, but can go once every 30 seconds to once every 15 minutes. Some measurements can be taken directly from the meters, others must be calculated. These different measurements are often called streams or channels.
Measuring scopes can be differentiated based on the building consumption patterns. As some buildings use technology that can significantly influence their energy usage, it is important to consider these patterns when setting up monitoring systems. For instance, refrigeration units often have specific cooling periods throughout the day, while production technologies may operate in cycles, leading to fluctuating energy demands. These variations necessitate a tailored approach to energy monitoring, ensuring that data collection aligns with the operational characteristics of each building type. By accurately capturing these patterns, more effective energy management and optimization strategies can be developed.
For example, buildings with extensive refrigeration needs, such as supermarkets or food storage facilities, exhibit distinct energy usage patterns, with peaks during periods of high cooling demand. Similarly, manufacturing plants often have cyclic energy usage corresponding to production schedules, which can vary significantly from one type of production to another. Understanding these unique consumption patterns is crucial for implementing effective energy monitoring and targeting strategies.
Driving factors such as production or
degree day
A degree day is a measure of heating or cooling. Total degree days from an appropriate starting date are used to plan the planting of crops and management of pests and pest control timing. Weekly or monthly degree-day figures may also be used wi ...
s also constitute streams and must be collected at intervals to match.
Define the base-line
The data compiled must then be plotted on a
graph
Graph may refer to:
Mathematics
*Graph (discrete mathematics), a structure made of vertices and edges
**Graph theory, the study of such graphs and their properties
*Graph (topology), a topological space resembling a graph in the sense of discret ...
in order to define the general consumption base-line. Consumption rates are plotted in a
scatter plot
A scatter plot, also called a scatterplot, scatter graph, scatter chart, scattergram, or scatter diagram, is a type of plot or mathematical diagram using Cartesian coordinates to display values for typically two variables for a set of dat ...
against production or any other variable previously identified, and the
best fit line is identified. This graph is the image of the business’ average energy performance, and conveys a lot of information:
* The
y-intercept
In analytic geometry, using the common convention that the horizontal axis represents a variable x and the vertical axis represents a variable y, a y-intercept or vertical intercept is a point where the graph of a function or relation intersects ...
gives the minimal consumption in the absence of the variable (no production, zero
degree-day...). This is the base load of the system, the minimal consumption when it is not operating.
* The
slope
In mathematics, the slope or gradient of a Line (mathematics), line is a number that describes the direction (geometry), direction of the line on a plane (geometry), plane. Often denoted by the letter ''m'', slope is calculated as the ratio of t ...
represents the relationship between the consumption and the previously identified
variable. This represents the efficiency of the process.
* The scatter is the degree of variability of the consumption with operational factors.
The
slope
In mathematics, the slope or gradient of a Line (mathematics), line is a number that describes the direction (geometry), direction of the line on a plane (geometry), plane. Often denoted by the letter ''m'', slope is calculated as the ratio of t ...
is not used quite as often for M&T purposes. However, a high
y-intercept
In analytic geometry, using the common convention that the horizontal axis represents a variable x and the vertical axis represents a variable y, a y-intercept or vertical intercept is a point where the graph of a function or relation intersects ...
can mean that there is a fault in the process, causing it to use too much energy with no performance, unless there are specific distinctive features which lead to high base loads. Very scattered points, on the other hand, may reflect other significant factors playing in the variation of the energy consumption, other than the one plotted in the first place, but it can also be the illustration of a lack of control over the process.
Monitor variations
The next step is to monitor the difference between the expected consumption and the actual measured consumption. One of the tools most commonly used for this is the
CUSUM
In statistical process control, statistical quality control, the CUSUM (or cumulative sum control chart) is a sequential analysis technique developed by E. S. Page of the University of Cambridge. It is typically used for monitoring change detecti ...
, which is the CUmulative SUM of differences. This consists in first calculating the difference between the expected and actual performances (the
best fit line previously identified and the points themselves).
The
CUSUM
In statistical process control, statistical quality control, the CUSUM (or cumulative sum control chart) is a sequential analysis technique developed by E. S. Page of the University of Cambridge. It is typically used for monitoring change detecti ...
can then be plotted against time on a new graph, which then yields more information for the energy efficiency specialist.
Variance
In probability theory and statistics, variance is the expected value of the squared deviation from the mean of a random variable. The standard deviation (SD) is obtained as the square root of the variance. Variance is a measure of dispersion ...
s scattered around zero usually mean that the process is operating normally. Marked variations, increasing or decreasing steadily usually reflect a modification in the conditions of the process.
In the case of the CUSUM graph, the slope becomes very important, as it is the main indicator of the
savings
Wealth is the abundance of valuable financial assets or physical possessions which can be converted into a form that can be used for transactions. This includes the core meaning as held in the originating Old English word , which is from an ...
achieved. A slope going steadily down indicates steady
savings
Wealth is the abundance of valuable financial assets or physical possessions which can be converted into a form that can be used for transactions. This includes the core meaning as held in the originating Old English word , which is from an ...
. Any variation in the slope indicates a change in the process. For example, in the graph on the right, the first section indicated no savings. However, in September (beginning of the yellow line), an energy efficiency measure must have been implemented, as savings start to occur. The green line indicates an increase in the savings (as the slope is becoming steeper), whereas the red line must reflect a modification in the process having occurred in November, as savings have decreased slightly.
Identify causes
Energy efficiency specialists, in collaboration with building
managers
Management (or managing) is the administration of organizations, whether businesses, nonprofit organizations, or a government bodies through business administration, nonprofit management, or the political science sub-field of public administr ...
, will decipher the
CUSUM
In statistical process control, statistical quality control, the CUSUM (or cumulative sum control chart) is a sequential analysis technique developed by E. S. Page of the University of Cambridge. It is typically used for monitoring change detecti ...
graph and identify the causes leading to variations in the consumption. This can be a change in
behaviour
Behavior (American English) or behaviour (British English) is the range of actions of Individual, individuals, organisms, systems or Artificial intelligence, artificial entities in some environment. These systems can include other systems or or ...
, a modification to the process, different exterior conditions, etc. These changes must be monitored and the causes identified in order to promote and enhance good behaviour, and discourage bad ones.
Set targets
Once the base line has been established, and causes for variations in energy consumption have been identified, it is time to set targets for the future. Now with all this information in hand, the targets are more realistic, as they are based on the building's actual consumption.
Targeting consists in two main parts: the measure to which the consumption can be reduced, and the
timeframe
Time is the continuous progression of existence that occurs in an apparently irreversible succession from the past, through the present, and into the future. It is a component quantity of various measurements used to sequence events, to compa ...
during which the compression will be achieved.
A good initial target is the best fit line identified during step 2. This line represents the
average
In colloquial, ordinary language, an average is a single number or value that best represents a set of data. The type of average taken as most typically representative of a list of numbers is the arithmetic mean the sum of the numbers divided by ...
historical performance. Therefore, keeping all consumption below or equal to the historical average is an achievable target, yet remains a challenge as it involves eliminating high consumption peaks.
Some companies, as they improve their energy consumption, might even decide to bring their
average
In colloquial, ordinary language, an average is a single number or value that best represents a set of data. The type of average taken as most typically representative of a list of numbers is the arithmetic mean the sum of the numbers divided by ...
performance down to their historical best. This is considered a much more challenging target.
Monitor results
This brings us back to step 1: measure consumption. One of the specificities of M&T is that it is an ongoing process, requiring constant
feedback
Feedback occurs when outputs of a system are routed back as inputs as part of a chain of cause and effect that forms a circuit or loop. The system can then be said to ''feed back'' into itself. The notion of cause-and-effect has to be handle ...
in order to consistently improve performance. Once the targets are set and the desired measures are implemented, repeating the procedure from the start ensures that the managers are aware of the success or failure of the measures, and can then decide on further action.
Examples
An example with some features of an M&T application is the
ASU Campus Metabolism, which provides real-time and historic energy use and generation data for facilities of
Arizona State University
Arizona State University (Arizona State or ASU) is a public university, public research university in Tempe, Arizona, United States. Founded in 1885 as Territorial Normal School by the 13th Arizona Territorial Legislature, the university is o ...
on a public web site. Many utilities also offer customers electric interval data monitoring services.
Xcel Energy
Xcel Energy Inc. is a U.S. regulated electric utility and natural gas delivery company based in Minneapolis, Minnesota, serving more than 3.7 million electric customers and 2.1 million natural gas customers across parts of eight states (Color ...
is an example of an investor owned utility that offers its customer electric and natural gas monitoring services under the product name InfoWise from Xcel Energy which is administered by Power TakeOff, a third party partner.
See also
*
Building automation
Building automation (BAS), also known as building management system (BMS) or building energy management system (BEMS), is the automatic centralized control of a building's HVAC, HVAC (heating, ventilation and air conditioning), electrical, light ...
*
Demand response
Demand response is a change in the power consumption of an electric utility customer to better match the demand for power with the supply. Until the 21st century decrease in the cost of pumped storage and batteries, electric energy could not b ...
*
Energy conservation
Energy conservation is the effort to reduce wasteful energy consumption by using fewer energy services. This can be done by using energy more effectively (using less and better sources of energy for continuous service) or changing one's behavi ...
*
Energy management software
*
Home energy monitor
*
Nonintrusive load monitoring
References
{{DEFAULTSORT:Energy Monitoring And Targeting
Building automation
Energy conservation
Management theory
Low-energy building
Sustainable building
Electricity meters