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Energy monitoring and targeting (M&T) is an energy efficiency technique based on the standard
management Management (or managing) is the administration of an organization, whether it is a business, a nonprofit organization, or a government body. It is the art and science of managing resources of the business. Management includes the activities ...
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 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. Carbon Trust has conducted a study over 1000 small businesses 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 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, and can be calculated as a production cost * Improved
budgeting A budget is a calculation play, usually but not always financial, for a defined period, often one year or a month. A budget may include anticipated sales volumes and revenues, resource quantities including time, costs and expenses, environme ...
: 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 handled ...
cycle, therefore improving control of energy use.


Monitoring

Monitoring
information Information is an abstract concept that refers to that which has the power to inform. At the most fundamental level information pertains to the interpretation of that which may be sensed. Any natural process that is not completely random, ...
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 In energy monitoring and targeting, a driving factor is something recurrent and measurable whose variation explains variation in energy consumption. The term ''independent variable'' is sometimes used as a synonym. One of the most common driving fa ...
, 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 cognitive process resulting in the selection of a belief or a course of action among several possible alternative options. It could be either r ...
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 using 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 macromolecul ...
. This normally requires a certain survey of the
building A building, or edifice, is an enclosed structure with a roof and walls standing more or less permanently in one place, such as a house or factory (although there's also portable buildings). Buildings come in a variety of sizes, shapes, and funct ...
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 ...
will be required to analyze the consumption appropriately. This data will be used to chart 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 expresses quantitatively the perceptions of hotness and coldness. Temperature is measured with a thermometer. Thermometers are calibrated in various temperature scales that historically have relied on ...
(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. Driving factors such as production or degree days 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 discre ...
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 data. ...
against production or any other variable previously identified, and the
best fit line In statistics, linear regression is a linear approach for modelling the relationship between a scalar response and one or more explanatory variables (also known as dependent and independent variables). The case of one explanatory variable is call ...
is identified. This graph is the image of the business’ average energy performance, and conveys a lot of information: * The y-intercept 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 is a number that describes both the ''direction'' and the ''steepness'' of the line. Slope is often denoted by the letter ''m''; there is no clear answer to the question why the letter ''m'' is used ...
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 is a number that describes both the ''direction'' and the ''steepness'' of the line. Slope is often denoted by the letter ''m''; there is no clear answer to the question why the letter ''m'' is used ...
is not used quite as often for M&T purposes. However, a high y-intercept 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, which is the CUmulative SUM of differences. This consists in first calculating the difference between the expected and actual performances (the
best fit line In statistics, linear regression is a linear approach for modelling the relationship between a scalar response and one or more explanatory variables (also known as dependent and independent variables). The case of one explanatory variable is call ...
previously identified and the points themselves). The CUSUM can then be plotted against time on a new
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 discre ...
, which then yields more information for the energy efficiency specialist.
Variance In probability theory and statistics, variance is the expectation of the squared deviation of a random variable from its population mean or sample mean. Variance is a measure of dispersion, meaning it is a measure of how far a set of number ...
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 In mathematics, the slope or gradient of a line is a number that describes both the ''direction'' and the ''steepness'' of the line. Slope is often denoted by the letter ''m''; there is no clear answer to the question why the letter ''m'' is used ...
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 In mathematics, the slope or gradient of a line is a number that describes both the ''direction'' and the ''steepness'' of the line. Slope is often denoted by the letter ''m''; there is no clear answer to the question why the letter ''m'' is used ...
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 In mathematics, the slope or gradient of a line is a number that describes both the ''direction'' and the ''steepness'' of the line. Slope is often denoted by the letter ''m''; there is no clear answer to the question why the letter ''m'' is used ...
indicates a change in the process. For example, in the graph on the right, the first section indicated no
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 ...
. However, in September (beginning of the yellow line), an energy efficiency measure must have been implemented, as
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 ...
start to occur. The green line indicates an increase in 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 ...
(as the
slope In mathematics, the slope or gradient of a line is a number that describes both the ''direction'' and the ''steepness'' of the line. Slope is often denoted by the letter ''m''; there is no clear answer to the question why the letter ''m'' is used ...
is becoming steeper), whereas the red line must reflect a modification in the process having occurred in November, as
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 ...
have decreased slightly.


Identify causes

Energy efficiency specialists, in collaboration with building
managers Management (or managing) is the administration of an organization, whether it is a business, a nonprofit organization, or a government body. It is the art and science of managing resources of the business. Management includes the activities ...
, will decipher the CUSUM 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 and mannerisms made by individuals, organisms, systems or artificial entities in some environment. These systems can include other systems or organisms as w ...
, 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 continued sequence of existence and events that occurs in an apparently irreversible succession from the past, through the present, into the future. It is a component quantity of various measurements used to sequence events, to ...
during which the compression will be achieved. A good initial target is the
best fit line In statistics, linear regression is a linear approach for modelling the relationship between a scalar response and one or more explanatory variables (also known as dependent and independent variables). The case of one explanatory variable is call ...
identified during step 2. This line represents the
average In ordinary language, an average is a single number taken as representative of a list of numbers, usually the sum of the numbers divided by how many numbers are in the list (the arithmetic mean). For example, the average of the numbers 2, 3, 4, 7, ...
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 ordinary language, an average is a single number taken as representative of a list of numbers, usually the sum of the numbers divided by how many numbers are in the list (the arithmetic mean). For example, the average of the numbers 2, 3, 4, 7, ...
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 handled ...
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 ASU Campus Metabolism (Campus Metabolism) is a website managed by Arizona State University, demonstrating Energy monitoring and targeting through use of real-time and historic energy use data of buildings on the campus in Tempe, Arizona. The site di ...
, 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 research university in the Phoenix metropolitan area. Founded in 1885 by the 13th Arizona Territorial Legislature, ASU is one of the largest public universities by enrollment in t ...
on a public web site. Many utilities also offer customers electric interval data monitoring services. Xcel Energy 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 (heating, ventilation and air conditioning), electrical, lighting, ...
*
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 energy for continuous service) or changing one's behavior to use less service (f ...
* Energy management software *
Home energy monitor A home energy monitor provides feedback on electrical energy use. Devices may also display cost of energy used, and estimates of greenhouse gas emissions. Various studies have shown a reduction in home energy use of 4-15% through use of home ...
*
Nonintrusive load monitoring Nonintrusive load monitoring (NILM), or nonintrusive appliance load monitoring (NIALM), is a process for analyzing changes in the voltage and current going into a house and deducing what appliances are used in the house as well as their individual e ...


References

{{DEFAULTSORT:Energy Monitoring And Targeting Building automation Energy conservation Management theory Low-energy building Sustainable building Electricity meters