{"id":869,"date":"2013-05-06T23:00:00","date_gmt":"2013-05-06T21:00:00","guid":{"rendered":"http:\/\/www.electrex.it\/en\/2013\/05\/06\/energy-monitoring-and-targeting\/"},"modified":"2025-05-06T08:52:38","modified_gmt":"2025-05-06T06:52:38","slug":"energy-monitoring-and-targeting","status":"publish","type":"post","link":"https:\/\/www.electrex.it\/en\/applications\/electrex-applications\/energy-monitoring-and-targeting.html","title":{"rendered":"What is energy monitoring and targeting (M&#038;T)"},"content":{"rendered":"<div style=\"text-align: left;\"><span class=\"Apple-style-span\" style=\"color: #000000; font-size: 13px; font-weight: bold;\">Energy monitoring and targeting<\/span><span style=\"color: #000000; font-size: 13px;\"> (M &amp; T) is an <b>energy efficiency technique<\/b> based on the standard <\/span><span style=\"color: #000000; font-size: 13px; background-image: none;\">management<\/span><span style=\"color: #000000; font-size: 13px;\"> axiom stating that \u201cyou cannot manage what you cannot measure\u201d.<br \/>\n<\/span><\/div>\n<div style=\"border: 1px solid #999999; width: 80%; background: #efefef none repeat scroll 0% 0%; text-align: center; margin: 5px auto;\">\n<address>\n<blockquote><p><span style=\"font-size: x-large;\">&#8220;<\/span><span style=\"font-size: large;\">M&amp;T: Techniques to help organizations<\/span><\/p>\n<p><span style=\"font-size: large;\">control and manage their energy use<\/span><span style=\"font-size: x-large;\">&#8220;<\/span><\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<\/address>\n<\/div>\n<div style=\"text-align: left;\"><span style=\"color: #000000; font-size: 13px;\">M&amp;T techniques <b>provide Energy Managers<\/b> <b>with feedback <\/b>on operating practices, <b>results <\/b>of energy management projects, <b>and guidance<\/b> 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 malfunctions, operator error, unwanted user behaviours, maintenance errors and the like.<\/span><\/div>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/electrex.it\/en\/images\/stories\/sito\/news\/Electrex-Energy-Monitoring-and-Targeting.jpg\" width=\"720\" \/><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" style=\"color: #000000; font-size: 13px; font-weight: bold; text-align: center;\" src=\"http:\/\/www.electrex.it\/en\/wp-content\/uploads\/2013\/05\/Electrex-web-interface-devices.jpg\" border=\"0\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">The foundation of M&amp;T lies in determining the normal <b>relationships of energy consumptions to relevant driving factors<\/b> (production thoughputs, weather, available daylight, etc.) and the goal is to help business managers:<\/span><\/p>\n<p>&nbsp;<\/p>\n<ul style=\"padding-left: 60px;\">\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Identify and explain excessive energy use<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Detect instances when consumption is unexpectedly lower than would usually have been the case<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Draw energy consumption trends (weekly, seasonal, operational\u2026)<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Determine future energy use when planning changes in the business<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Diagnose specific areas of wasted energy<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Observe how the business reacted to changes in the past<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Develop performance targets for energy management programs<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Manage their energy consumption, rather than accept it as a fixed cost that they have no control over.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">The ultimate goal is to reduce energy costs through improved <span style=\"text-decoration: none; background-image: none;\">energy efficiency<\/span> and energy management control. Other benefits generally include increased resource efficiency, improved <span style=\"text-decoration: none; background-image: none;\">production<\/span> budgeting and reduction of <span style=\"text-decoration: none; background-image: none;\">greenhouse gas<\/span> (GHG) emissions.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"background-image: none; background-color: #ffffff; font-weight: normal; margin: 0px 0px 0.6em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom: 1px solid #aaaaaa; font-size: 19px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\">Goals and benefits<\/span><\/h2>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">Throughout the numerous M&amp;T projects implemented since the 1980s, a certain number of benefits have proved to be recurrent:<\/span><\/p>\n<p>&nbsp;<\/p>\n<ul style=\"padding-left: 60px;\">\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Energy cost savings: generally 5% of the original energy expenses, according to <span style=\"text-decoration: none; background-image: none;\">The Carbon Trust<\/span>.<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Reduction in <span style=\"text-decoration: none; background-image: none;\">GHG<\/span> emissions: lower energy consumption helps reduce emissions<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Financing: measured energy reductions help obtain <span style=\"text-decoration: none; background-image: none;\">grants<\/span> for energy efficiency projects<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Improved product and service costing: <span style=\"text-decoration: none; background-image: none;\">sub-metering<\/span> allows the division of the energy bill between the different processes of an <span style=\"text-decoration: none; background-image: none;\">industry<\/span>, and can be calculated as a <span style=\"text-decoration: none; background-image: none;\">production cost<\/span><br \/>\n<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Improved <span style=\"text-decoration: none; background-image: none;\">budgeting<\/span>: M&amp;T techniques can help forecast energy expenses in the case of changes in the business, for example<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">Waste avoidance: helps diagnose energy waste in any process.<\/span><\/li>\n<\/ul>\n<h2 style=\"background-image: none; background-color: #ffffff; font-weight: normal; margin: 0px 0px 0.6em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom: 1px solid #aaaaaa; font-size: 19px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\"><br \/>\nThe technique<\/span><\/h2>\n<p>&nbsp;<\/p>\n<h3 style=\"background-image: none; background-color: #ffffff; font-weight: bold; margin: 0px 0px 0.3em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom-style: none; font-size: 17px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\">Key principles<\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">Monitoring and Targeting techniques rely on three main principles, which form a constant <span style=\"text-decoration: none; background-image: none;\">feedback<\/span> cycle, therefore improving control of energy use.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4 style=\"background-image: none; background-color: #ffffff; font-weight: bold; margin: 0px 0px 0.3em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom-style: none; font-size: 15px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\">Monitoring<\/span><\/h4>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">Monitoring <span style=\"text-decoration: none; background-image: none;\">information<\/span> on energy use, in order to establish a basis for energy management and explain <span style=\"text-decoration: none; background-image: none;\">deviations<\/span> 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 <span style=\"text-decoration: none; background-image: none;\">driving factors<\/span>, as identified during preliminary investigation (<span style=\"text-decoration: none; background-image: none;\">production<\/span>, weather, etc.).<span class=\"Apple-style-span\" style=\"vertical-align: super;\"><span style=\"text-decoration: none; background-image: none; white-space: nowrap;\">[2]<\/span><\/span><\/span><\/p>\n<p>&nbsp;<\/p>\n<h4 style=\"background-image: none; background-color: #ffffff; font-weight: bold; margin: 0px 0px 0.3em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom-style: none; font-size: 15px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\">Reporting<\/span><\/h4>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">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 <span style=\"text-decoration: none; background-image: none;\">decision-making<\/span> and actions to be taken in order to achieve the targets, as well as confirmation or denial that the targets have been reached.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3 style=\"background-image: none; background-color: #ffffff; font-weight: bold; margin: 0px 0px 0.3em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom-style: none; font-size: 17px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\">Procedures<\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">Before the M&amp;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 <span style=\"text-decoration: none; background-image: none;\">machinery<\/span>. This normally requires a certain survey of the <span style=\"text-decoration: none; background-image: none;\">building<\/span> and the equipment to estimate their energy consumption level.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">It is also necessary to assess what other <span style=\"text-decoration: none; background-image: none;\">measurements<\/span> will be required to <span style=\"text-decoration: none; background-image: none;\">analyze<\/span> the consumption appropriately. This data will be used to <span style=\"text-decoration: none; background-image: none;\">chart<\/span>against the energy consumption: these are underlying factors which influence the consumption, often <span style=\"text-decoration: none; background-image: none;\">production<\/span> (for industry processes) or exterior<span style=\"text-decoration: none; background-image: none;\">temperature<\/span> (for heating processes), but may include many other variables.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">Once all variables to be measured have been established, and the necessary meters installed, it is possible to initiate the M&amp;T procedures.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4 style=\"background-image: none; background-color: #ffffff; font-weight: bold; margin: 0px 0px 0.3em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom-style: none; font-size: 15px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\">Measure<\/span><\/h4>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">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.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">Driving factors such as production or <span style=\"text-decoration: none; background-image: none;\">degree days<\/span> also constitute streams and must be collected at intervals to match.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4 style=\"background-image: none; background-color: #ffffff; font-weight: bold; margin: 0px 0px 0.3em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom-style: none; font-size: 15px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\">Define the base-line<\/span><\/h4>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">The data compiled must then be plotted on a <span style=\"text-decoration: none; background-image: none;\">graph<\/span> in order to define the general consumption base-line. Consumption rates are plotted in a <span style=\"text-decoration: none; background-image: none;\">scatter plot<\/span> against <span style=\"text-decoration: none; background-image: none;\">production<\/span> or any other variable previously identified, and the <span style=\"text-decoration: none; background-image: none;\">best fit line<\/span> is identified. This graph is the image of the business\u2019 average energy performance, and conveys a lot of information:<\/span><\/p>\n<p>&nbsp;<\/p>\n<ul style=\"line-height: 19.1875px; list-style-type: disc; margin: 0.3em 0px 0px 1.6em; padding: 0px; list-style-image: url('data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAUAAAANAQMAAABb8jbLAAAABlBMVEX\/\/\/8AUow5QSOjAAAAAXRSTlMAQObYZgAAABNJREFUCB1jYEABBQw\/wLCAgQEAGpIDyT0IVcsAAAAASUVORK5CYII='); color: #000000; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\">\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">The <span style=\"text-decoration: none; background-image: none;\">y-intercept<\/span> gives the minimal consumption in the absence of the variable (no <span style=\"text-decoration: none; background-image: none;\">production<\/span>, zero <span style=\"text-decoration: none; background-image: none;\">degree-day<\/span>&#8230;). This is the base load of the system, the minimal consumption when it is not operating.<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">The <span style=\"text-decoration: none; background-image: none;\">slope<\/span> represents the relationship between the consumption and the previously identified <span style=\"text-decoration: none; background-image: none;\">variable<\/span>. This represents the efficiency of the process.<\/span><\/li>\n<li style=\"margin-bottom: 0.1em;\"><span style=\"color: #000000;\">The <span style=\"text-decoration: none; background-image: none;\">scatter<\/span> is the degree of variability of the consumption with operational factors.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">The <span style=\"text-decoration: none; background-image: none;\">slope<\/span> is not used quite as often for M&amp;T purposes. However, a high <span style=\"text-decoration: none; background-image: none;\">y-intercept<\/span> 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.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4 style=\"background-image: none; background-color: #ffffff; font-weight: bold; margin: 0px 0px 0.3em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom-style: none; font-size: 15px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\">Monitor variations<\/span><\/h4>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">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 <span style=\"text-decoration: none; background-image: none;\">CUSUM<\/span>, which is the CUmulative SUM of differences. This consists in first calculating the difference between the expected and actual performances (the <span style=\"text-decoration: none; background-image: none;\">best fit line<\/span> previously identified and the points themselves).<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">The <span style=\"text-decoration: none; background-image: none;\">CUSUM<\/span> can then be plotted against time on a new <span style=\"text-decoration: none; background-image: none;\">graph<\/span>, which then yields more information for the energy efficiency specialist. <span style=\"text-decoration: none; background-image: none;\">Variances<\/span>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.<\/span><\/p>\n<p>&nbsp;<\/p>\n<div class=\"mceItemVisualAid\" style=\"clear: right; float: right; position: relative; margin: 0px 0px 0.5em 0.5em; border: 0px none; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\"><span style=\"text-decoration: none; background-image: none;\"><img decoding=\"async\" style=\"border: none; vertical-align: middle;\" src=\"http:\/\/upload.wikimedia.org\/wikipedia\/commons\/d\/de\/CUSUM_graph.jpg\" alt=\"Example of a CUSUM graph\" width=\"435\" height=\"287\" border=\"0\" \/><\/span><br \/>\n<\/span><\/div>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">In the case of the <span style=\"text-decoration: none; background-image: none;\">CUSUM<\/span> graph, the <span style=\"text-decoration: none; background-image: none;\">slope<\/span> becomes very important, as it is the main indicator of the <span style=\"text-decoration: none; background-image: none;\">savings<\/span> achieved. A <span style=\"text-decoration: none; background-image: none;\">slope<\/span> going steadily down indicates steady <span style=\"text-decoration: none; background-image: none;\">savings<\/span>. Any variation in the <span style=\"text-decoration: none; background-image: none;\">slope<\/span> indicates a change in the process. For example, in the graph on the right, the first section indicated no <span style=\"text-decoration: none; background-image: none;\">savings<\/span>. However, in September (beginning of the yellow line), an energy efficiency measure must have been implemented, as <span style=\"text-decoration: none; background-image: none;\">savings<\/span> start to occur. The green line indicates an increase in the<span style=\"text-decoration: none; background-image: none;\">savings<\/span> (as the <span style=\"text-decoration: none; background-image: none;\">slope<\/span> is becoming steeper), whereas the red line must reflect a modification in the process having occurred in November, as<span style=\"text-decoration: none; background-image: none;\">savings<\/span> have decreased slightly.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4 style=\"background-image: none; background-color: #ffffff; font-weight: bold; margin: 0px 0px 0.3em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom-style: none; font-size: 15px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\">Identify causes<\/span><\/h4>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">Energy efficiency specialists, in collaboration with building <span style=\"text-decoration: none; background-image: none;\">managers<\/span>, will decipher the <span style=\"text-decoration: none; background-image: none;\">CUSUM<\/span> graph and identify the causes leading to variations in the consumption. This can be a change in <span style=\"text-decoration: none; background-image: none;\">behaviour<\/span>, 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.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4 style=\"background-image: none; background-color: #ffffff; font-weight: bold; margin: 0px 0px 0.3em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom-style: none; font-size: 15px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\">Set targets<\/span><\/h4>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">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\u2019s actual consumption. Targeting consists in two main parts: the measure to which the consumption can be reduced, and the <span style=\"text-decoration: none; background-image: none;\">timeframe<\/span> during which the compression will be achieved.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">A good initial target is the <span style=\"text-decoration: none; background-image: none;\">best fit line<\/span> identified during step 2. This line represents the <span style=\"text-decoration: none; background-image: none;\">average<\/span> 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.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">Some companies, as they improve their energy consumption, might even decide to bring their <span style=\"text-decoration: none; background-image: none;\">average<\/span> performance down to their historical best. This is considered a much more challenging target.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h4 style=\"background-image: none; background-color: #ffffff; font-weight: bold; margin: 0px 0px 0.3em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom-style: none; font-size: 15px; font-style: normal; font-variant: normal; letter-spacing: normal; line-height: 19.1875px; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px;\"><span style=\"color: #000000;\">Monitor results<\/span><\/h4>\n<p>&nbsp;<\/p>\n<p style=\"margin: 0.4em 0px 0.5em; line-height: 19.1875px; font-size: 13px; font-style: normal; font-variant: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; background-color: #ffffff;\"><span style=\"color: #000000;\">This brings us back to step 1: measure consumption. One of the specificities of M&amp;T is that it is an ongoing process, requiring constant <span style=\"text-decoration: none; background-image: none;\">feedback<\/span> 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.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"font-size: 19px; font-variant-numeric: normal; font-variant-east-asian: normal; background-image: none; margin: 0px 0px 0.6em; overflow: hidden; padding-top: 0.5em; padding-bottom: 0.17em; border-bottom: 1px solid #aaaaaa; line-height: 19.1875px;\"><span style=\"color: #000000;\">Examples<\/span><\/h2>\n<p><span style=\"text-align: left; font-size: 12.16px; color: #000000;\"><img decoding=\"async\" style=\"color: #000000; font-size: 13px; float: right; margin-left: 5px; margin-right: 5px;\" src=\"http:\/\/www.electrex.it\/en\/wp-content\/uploads\/2013\/05\/Energy-Brain-Cloud-Energia-Budget-Consuntivo.jpg\" alt=\"Example of a CUSUM graph\" width=\"225\" height=\"128\" \/>An example with some features of an M&amp;T application can be found in our\u00a0<\/span><a style=\"font-size: 12.16px;\" href=\"applications\/application-examples.html\">Application examples<\/a><span style=\"font-size: 12.16px; color: #000000;\"> section.<\/span><\/p>\n<div>\n<div style=\"text-align: center;\"><a style=\"font-size: 12.16px; color: #0000cc; text-decoration-line: underline;\" title=\"Feel free to contact us!\" href=\"\/en\/contact.html\"><span class=\"Apple-style-span\" style=\"font-weight: bold;\"><img decoding=\"async\" style=\"border-style: none; vertical-align: middle;\" src=\"\/en\/..\/images\/stories\/icons\/info.png\" alt=\"Feel free to contact us!\" width=\"48\" height=\"48\" border=\"0\" \/><\/span><\/a><\/div>\n<p>&nbsp;<\/p>\n<div style=\"text-align: center;\"><a style=\"font-size: 12.16px; color: #0000cc;\" title=\"Feel free to contact us!\" href=\"\/en\/contact.html\"><span class=\"Apple-style-span\" style=\"font-weight: bold;\"><span style=\"color: #008000;\">Feel free to contact us for more details on our solutions and for a quotation!<\/span><\/span><\/a><\/div>\n<p><a style=\"color: #0000cc; text-decoration-line: underline; font-size: 12.16px;\" title=\"Feel free to contact us!\" href=\"\/en\/contact.html\"><span class=\"Apple-style-span\" style=\"font-weight: bold;\">\u00a0<\/span><\/a><\/p>\n<\/div>\n<div>\n<div style=\"text-align: left;\">\n<p>&nbsp;<\/p>\n<p><span style=\"color: #ff6600;\">Discover More<\/span><\/p>\n<p><a href=\"applications\/monitoring-networks-examples.html\">The Electrex Monitoring networks<\/a> are the ideal solution for energy audits, continuous monitoring (<span class=\"Apple-style-span\" style=\"font-weight: bold;\">e.g. ISO 50001<\/span>) and for energy efficiency projects (e.g. EU-Directive 2012-27 and White Certificates or Energy Efficiency Certificates).<\/p>\n<p><span class=\"Apple-style-span\" style=\"font-weight: bold;\">The Electrex systems are modular<\/span> and can expand over time thanks to the many possibilities of connecting the devices (Wi-Fi, RS485, E-Wi, ExpBus, Ethernet, NFC), and of display and management of the data collected.<\/p>\n<p><span class=\"Apple-style-span\" style=\"font-weight: bold;\">With a single system, you can keep track of all energy carriers<\/span> <span style=\"color: #ff6600;\">(electricity, gas, water, etc.)<\/span>, of environmental parameters related to them <span style=\"color: #ff6600;\">(temperature, humidity, luminosity, CO2, etc.)<\/span>, of process parameters <span style=\"color: #ff6600;\">(compressed air , calories, level, status, etc.)<\/span> and automate the management of <span style=\"color: #ff6600;\">ON\/OFF switches, automatic adjustments, remote management, alarms<\/span> and more to achieve the main objective: to reduce energy costs by optimizing production.<\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<h3><\/h3>\n<p>&nbsp;<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Energy monitoring and targeting (M &amp; T) is an energy efficiency technique based on the standard management axiom stating that \u201cyou cannot manage what you cannot measure\u201d. &#8220;M&amp;T: Techniques to help organizations control and manage their energy use&#8220; &nbsp; M&amp;T techniques provide Energy Managers with feedback on operating practices, results  [&#8230;]<\/p>\n","protected":false},"author":3,"featured_media":4866,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28],"tags":[92,55,41,188],"class_list":["post-869","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-electrex-applications","tag-electrex","tag-energy-meters","tag-energy-monitoring","tag-smart-grid"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - 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