Uncover hidden opportunities with energy data analytics

What springs to mind when you hear the words energy data analytics? To me, I feel like energy data analytics is not my thing. Energy data analytics, however, is of great importance to any organisation or business that wants to run more efficiently, reduce costs, and increase productivity. Energy efficiency is one of the best ways to accomplish these goals.

Energy efficiency is not about investment in expensive equipment and internal reorganization. Enormous energy saving opportunities is hidden in already existing energy data. Given that nowadays, energy data can be recorded from almost any device, a lot of data is captured regularly and therefore a lot of data is readily available.

Organisations can use this data to convert their buildings’ operations from being a cost centre to a revenue centre through reduction of energy-related spending which has a significant impact on the profitability of many businesses. All this is possible through analysis and interpretation of data to predict future events with greater accuracy. Energy data analytics therefore is about using very detailed data for further analysis, and is as a consequence, a crucial aspect of any data-driven energy management plan.

The application of Data and IT could drive significant cost savings in company-owned buildings and vehicle fleets. Virtual energy audits can be performed by combining energy meter data with other basic data about a building e.g. location, to analyse and identify potential energy savings opportunities. Investment in energy dashboards can further enable companies to have an ongoing look at where energy is being consumed in their buildings, and thus predict ways to reduce usage, not to mention that energy data analytics unlock savings opportunities and help companies to understand their everyday practices and operating requirements in a much more comprehensive manner.

Using energy data analytics can enable an organisation to: determine discrepancies between baseline and actual energy data; benchmark and compare previous performance with actual energy usage. Energy data analytics also help businesses and organisations determine whether or not their Building Management System (BMS) is operating efficiently and hitting the targeted energy usage goals. They can then use this data to investigate areas for improvement or energy efficient upgrades. When energy data analytics are closely monitored, companies tend to operate more efficiently and with better control over relevant BMS data.

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Why Predictive Maintenance is More Profitable than Reactive Maintenance

Regular maintenance is needed to keep the equipment in your facility operating normally. All machinery has a design lifespan, and your goal is to extend this as long as possible, while maintaining optimal production levels. How you go about the maintenance matters, from routine checks to repairing the damaged component parts?all before the whole unit needs to be tossed away and a new one purchased and installed. Here, we will break down the different approaches used, and show you why more industries and businesses are turning to proactive maintenance modes as opposed to the traditional reactive approaches for their?field service operations.?

Reactive Maintenance: A wait and see game

Here, you basically wait for a problem to occur, then fix it. It’s also commonly referred to as a “Run-to-Failure” approach, where you operate the machines and systems until they break. Repairs are then carried out, restoring it to operational condition.?

At face value, it appears cost-effective, but the reality on the ground is far much different. Sure, when the equipment is new, you can expect minimal cases of maintenance. During this time, there?ll be money saved. However, as time progresses there?ll be increased wear, making reliance on a reactive maintenance approach a costly endeavour. The breakdowns are more frequent, and inconsistent as well. Unplanned expenses increase operational costs, and there will be lost productivity during the periods in which the affected machinery won’t be in operation.?

While reactive maintenance makes sense when you’re changing a faulty light bulb at home, things are more complicated when it comes to dealing with machinery in industries, or for those managing multiple residential and commercial properties. For the light bulb, it’s easier to replace it, and failure doesn’t have a ripple effect on the rest of the structures in the household. For industries, each time there is equipment failure, you end up with downtime, production can grind to a halt, and there will be increased environmental risks during equipment start-up and shutdown. If spare parts are not readily available, there will be logistical hurdles as you rush the shipping to get the component parts to the facility. Add this to overworked clients in a bit to complete the repair and to make up for lost hours and delayed customer orders.

For field service companies, more time ends up being spent. After all, there?s the need of knowing which parts needed to be attended to, where they are, and when the servicing is required. Even when you have a planned-out schedule, emergency repairs that are required will force you to immediately make changes. These ramps up the cots, affecting your operations and leading to higher bills for your client. These inconveniences have contributed to the increased reliance on?field service management platforms that leverage on data analytics and IoT to reduce the repair costs, optimise maintenance schedules, and?reduce unnecessary downtimes?for the clients.

Waiting for the machinery to break down actually shortens the lifespan of the unit, leading to more replacements being required. Since the machinery is expected to get damaged much sooner, you also need to have a large inventory of spare parts. What’s more, the damages that result will be likely to necessitate more extensive repairs that would have been needed if the machinery had not been run to failure.?

Pros of reactive maintenance

Less staff required.
Less time is spent on preparation.

Cons of reactive maintenance

Increased downtime during machine failure.
More overtime is taken up when conducting repairs.
Increased expenses for purchasing and storing spare parts.?
Frequent equipment replacement, driving up costs.?

This ?If it ain’t broke, don’t fix it? approach leads to hefty repair and replacement bills. A different maintenance strategy is required to minimise costs. Proactive models come into focus. Before we delve into predictive maintenance, let’s look at the preventive approach.?

Preventive Maintenance: Sticking to a timetable

Here, maintenance tasks are carried out on a planned routine?like how you change your vehicle?s engine oil after hitting a specific number of kilometres. These tasks are planned in intervals, based on specific triggers?like a period of time, or when certain thresholds are recorded by the meters. Lubrication, carrying out filter changes, and the like will result in the equipment operating more efficiently for a longer duration of time. While it doesn’t completely stop catastrophic failures from occurring, it does reduce the number of failures that occur. This translates to capital savings.??

The Middle Ground? Merits And Demerits Of Preventive Maintenance

This periodic checking is a step above the reactive maintenance, given that it increases the lifespan of the asset, and makes it more reliable. It also leads to a reduced downtime, thus positively affecting your company?s productivity. Usually, an 80/20 approach is adopted,?drawing from Pareto’s Principle. This means that by spending 80% of time and effort on planned and preventive maintenance, then reactive maintenance for those unexpected failures that pop up will only occur 20% of the time. Sure, it doesn’t always come to an exact 80/20 ratio, but it does help in directing the maintenance efforts of a company, and reducing the expenses that go into it.?

Note that there will need to be a significant investment?especially of time, in order to plan a preventive maintenance strategy, plus the preparation and delegation of tasks. However, the efforts are more cost effective than waiting for your systems and machinery to fail in order to conduct repairs. In fact, according to the US Dept. of Energy, a company can save between 12-18 % when using a preventive maintenance approach compared to reactive maintenance.

While it is better than the purely reactive approach, there are still drawbacks to this process. For instance, asset failure will still be likely to occur, and there will be the aspect of time and resource wastage when performing unneeded maintenance, especially when technicians have to travel to different sites out in the field. There is also the risk of incidental damage to machine components when the unneeded checks and repairs are being carried out, leading to extra costs being incurred.

We can now up the ante with predictive maintenance. Let’s look at what it has to offer:

Predictive Maintenance: See it before it happens

This builds on preventive maintenance, using data analytics to smooth the process, reduce wastage, and make it more cost effective. Here, the maintenance is conducted by relying on trends observed using data collected from the equipment in question, such as through vibration analysis, energy consumption, oil analysis and thermal imaging. This data is then taken through predictive algorithms that show trends and point out when the equipment will need maintenance. You get to see unhealthy trends like excessive vibration of the equipment, decreasing fuel efficiency, lubrication degradation, and their impact on your production capacities. Before the conditions breach the predetermined parameters of the equipment’s normal operating standards, the affected equipment is repaired or the damaged components replaced.??

Basically, maintenance is scheduled before operational or mechanical conditions demand it. Damage to equipment can be prevented by attending to the affected parts after observing a decrease in performance at the onset?instead of waiting for the damage to be extensive?which would have resulted in system failure. Using?data-driven?field service job management software will help you to automate your work and optimise schedules, informing you about possible future failures.

Sensors used record the condition of the equipment in real time. This information is then analysed, showing the current and future operational capabilities of the equipment. System degradation is detected quickly, and steps can be taken to rectify it before further deterioration occurs. This approach optimises operational efficiency. Firstly, it drastically reduces total equipment failure?coming close to eliminating it, extending the lifespan of the machinery and slashing replacement costs. You can have an orderly timetable for your maintenance sessions, and buy the equipment needed for the repairs. Speaking of which, this approach minimises inventory especially with regards to the spare parts, as you will be able to note the specific units needed beforehand and plan for them, instead of casting a wide net and stockpiling spare parts for repairs that may or may not be required. Repair tasks can be more accurately scheduled, minimising time wasted on unneeded maintenance.??

Preventive vs Predictive Maintenance?

How is predictive different from preventive maintenance? For starters, it bases the need for maintenance on the actual condition of the equipment, instead of a predetermined schedule. Take the oil-change on cars for instance. With the preventive model, the oil may be changed after every 5000?7500 km. Here, this change is necessitated because of the runtime. One doesn’t look at the performance capability and actual condition of the oil. It is simply changed because “it is now time to change it“. However, with the predictive maintenance approach, the car owner would ideally analyse the condition of the oil at regular intervals- looking at aspects like its lubrication properties. They would then determine if they can continue using the same oil, and extend the duration required before the next oil change, like by another 3000 kilometres. Perhaps due to the conditions in which the car had been driven, or environmental concerns, the oil may be required to be changed much sooner in order to protect the component parts with fresh new lubricant. In the long run, the car owner will make savings. The US Dept. of Energy report also shows that you get 8-12% more cost savings with the predictive approach compared to relying on preventive maintenance programs. Certainly, it is already far much more effective compared to the reactive model.?

Pros of Predictive Maintenance

Increases the asset lifespan.
Decreases equipment downtime.
Decreases costs on spare parts and labour.
Improves worker safety, which has the welcome benefit of increasing employee morale.
Optimising the operation of the equipment used leads to energy savings.
Increased plant reliability.

Cons of Predictive Maintenance

Initial capital costs included in acquiring and setting up diagnostic equipment.
Investment required in training the employees to effectively use the predictive maintenance technology adopted by the company.

The pros of this approach outweigh the cons.?Independent surveys on industrial average savings?after implementing a predictive maintenance program showed that firms eliminated asset breakdown by 70-75%, boosted production by 20-25%, and reduced maintenance costs by 25-30%. Its ROI was an average of 10 times, making it a worthy investment.

Strategy and Portfolio Management

A well planned strategy is the necessary bridge between brilliant leadership and excellent execution. Without it, your entire organisation cannot hope to respond quickly and effectively to challenges and changes within the landscape on which it operates.

Strategic planning involves identifying objectives, understanding what resources are needed to attain them, and then allocating the resources to the appropriate units to ensure they are used optimally towards the achievement of desired objectives. Among the end results which can be reflected by your team members are:

Deeper understanding of the competitive environment;
Snappy execution of plans;
Faster, more aligned actions; and
More intelligent and apt responses against strategic moves of the competition.

We understand the need to institute strategic management in such a way that your organisation can easily adapt to unforeseen developments. As such, all our solutions are formulated to make your organisation not only well-guided but also as dynamic as possible.

Strategy Formulation

Before you can proceed to map out any strategy for your company, you’ll have to study your company’s current environment. This will help you determine what courses of action should be taken to be able to navigate through such environment on your way to the end goal.

If you’re not a full time strategist, such a task can either be very daunting or deceivingly easy… the former can prevent your team from getting started, while the latter can lead your team astray.

Ideally, strategy formulation should be carried out as quickly and as efficiently as possible so you can move on to implementation before the competition can react. Our methods can enable your leaders to hit the ground running each time they set out on a strategic plan.

How?

We can assist in accurately applying strategic tools like SWOT and Gap analysis, then help integrate the results into an effective strategic plan.
We’ll train your team how to carry out effective research techniques so that the information they gather will really be what we need. This is because the tools mentioned earlier can only work effectively if the inputs were picked intelligently. Of course, if you want the entire process expedited, we can also conduct the research ourselves.
We’ll establish best practices for top-down, bottom-up, and collaborative strategic management processes. We’ll even show you how to organise and hold meetings where team members are constantly engaged and in-sync, so action plans can be developed and relayed fast.
We’ll see to it that strategies for all functional departments (such as IT management, supply-chain, HR, marketing, and legal) are in line with your business strategies, which should in, turn be aligned with your overall corporate strategy.

Strategy Evaluation

Your strategies have to be periodically assessed if you want to determine whether they are attuned to variations affecting your organisation. These changes may include new technologies, emerging competitors, new opportunities, as well as unexpected developments in the economic environment and political climate.

While no time limit is imposed for the build-up of resources vital to the attainment of a specific objective, the window of opportunity can shut on you before you can start amassing such resources. Given this possibility, it is important for your strategies to undergo evaluation processes that will determine whether you should pursue them or not.

Using only the most reliable evaluation techniques, we’ll help you establish whether:

Your strategies will place your company in a position that will give it competitive advantage or will erode whatever advantage the competition already has;
Your strategies are consistent with the landscape on which your company currently traverses;
They are realistic enough in relation to the resources you have on hand;
The associated risks have all been identified and the appropriate control measures have already been put in place;
The time frames for their full realisation are both realistic and acceptable.

Portfolio Management

In today’s highly competitive market, many of the more successful enterprises are driven by project-based systems.

Now, there’s always a tendency for project managers to become overenthusiastic and to come up with a number of projects that can’t be sustained by available resources. If your project-based company frequently runs out of resources, then either you just have too many projects running or too much is being allocated to a select few.

In both instances, the problem does not necessarily lie on the individual project managers themselves. Rather, what is needed is the ability to have full control over existing projects and investments.

Your leadership should be able to rank projects in terms of their impact to your organisation’s growth, positioning, and profitability. This will give you sufficient information when deciding which projects to pursue, prioritise, or shut down. These are the benefits you’ll gain from our services:

A vivid presentation of the big picture. Only when you can step back from all the detail and see the interplay of investments and resources will you be able to make wise decisions regarding how and where to position them.
The ability to distinguish between projects with the highest potentials and those that are outdated.
Access to expertise that will help you distribute your present IT infrastructure, human resources, financial resources, and facilities across running projects to obtain the biggest benefits for all stakeholders.

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How an EMS Can Cut Your Carbon Emissions

Your business carbon footprint is directly tied to the efficiency of its energy consumption. From the equipment used in industries, lighting and air conditioning in offices, shopping malls and other commercial buildings, the load used by everyday machines like the coffee makers in the employee breakroom, to hot water boilers in apartment complexes, how much do your processes affect the environment? Standards like the ISO 14001:2015 are being implemented to enable businesses to reduce their impact on the environment, from optimising their energy usage, minimising waste, turning to renewable power sources, all through to preventing pollution and complying with their specific regulatory requirements. How do you handle the volume of data that needs to be obtained and assessed?

Energy management systems come in to enable you to analyse your consumption, identify factors affecting your total energy use – from temperature and humidity conditions, to equipment that is causing spikes, and observe your usage patterns. That way, you can put in measures to minimise wastage while increasing your operational efficiency, reduce your carbon emissions and track your progress all the way. Here, we’ll break down how this is achieved.

Going Green With An Energy Management System

This is a holistic approach aimed at minimising wastage and optimising energy usage. It includes:

Auditing your energy consumption

The first step is really quantifying how much energy you use, which systems are causing unnecessary load, all through to where there are inefficiencies in the facility. Which equipment has the largest impact on your bill? An energy management system allows you to view it all from one dashboard, such as with the ecoVaro EMS that takes you down to the sub-meter level.

Here, you get real-time data that is collected by the ecoVaro loggers – from electricity use, gas, water, temperature, solar power, humidity, air pressure – the readings can all be monitored. This is done 24/7, and the consumption feeds are recorded. Moreover, ecoVaro pulse data is collected every 15 minutes – which is particularly important when it comes to analysing trends over a time period, be it daily, weekly or monthly.

Data is only useful if it can be properly analysed, right? So instead of just bombarding you with spreadsheets of numbers, the EMS displays the records into graphs and charts that are easy to comprehend – all from the same interactive interface. So, whether you’re the energy manager in the facility, or you want reports that can be shared with the CFO, owners of the business, or even staff themselves to enable them to understand the energy saving policies that you will put in place – you will be able to carry this out.

ecoVaro gives you different ways to analyse the data from the readings that have been recommended. For instance, the heat mapping from the interface allows you to see the building’s energy use during different periods at a glance. The site-by-site analysis in particular enables the building or energy manager to assess each individual premises, from checking which block in the school is causing the energy bills to surge, the facility whose performance is falling behind, all through to the office building with the highest carbon footprint. In fact, the carbon and sustainability reports from ecoVaro EMS enables you to see the impact that your operations have. You even get to compare tariffs from the different energy suppliers, that way you can go with the option that is most suited to your situation.

Setting a baseline for your operations

This is essentially a “before/after checkpoint” that you will use to compare the effectiveness of subsequent measures that you will undertake. After making modifications to the systems in your business, you will want a clear picture of whether the new measures are actually benefiting your operations and optimising your energy efficiency, or whether they are deteriorating the performance further. The energy baseline will be critical in analysing your progress.

Reports like the CUSUM (cumulative sum) charts on ecoVaro show you the energy performance, be it of a boiler in a factory, office building, or chain of hotels – over a set period of time. You can then compare this to the baseline, which will show you if the changes you will implement will make you savings. The heatmaps also come in handy here, showing you the energy consumption at each meter, whether it is low, medium or high compared to the baseline that has been set. The heatmaps give a quick visual to analyse resource usage.

Creating energy targets

After understanding your energy consumption and seeing how it impacts your business, next is mapping out short- and long-term goals that you want to attain to optimise your usage and reduce your carbon footprint.

For instance, short-term targets can include the likes of decreasing the night-time lighting load, and adjusting HVAC uptime depending on the level of activity in your business premises for the different hours of the day.

For the long-term targets, these include setting a specific percentage average kWh reduction for the different industrial sites or buildings under your management; lowering the demand kW throughout the building by a specific range year-on-year; as well as the percentage with which you want the carbon emissions decreased annually.

Cost efficiency also factors in. For instance, entering your current tariffs into the conversion factoring dashboard on ecoVaro will show you how your consumption translates to the bills that you receive – and even shows you what you stand to save by negotiating for new energy contracts with your utility firm.

Identifying initiatives and implementing energy saving programs

These are geared towards improving your energy efficiency and reducing your carbon footprint. They vary from one industry to the next. For instance, these can include:

Getting motion/occupancy detectors and automatic dimmers installed in the facility

These are lighting controls that enable you to save money and energy by automatically turning the lights off when they are not required (people have left the room), and reducing the light levels for those cases where full-on brightness is not needed. For instance, the dimmer controls enable variable indoor lighting, reducing the wattage and output when dimming the lightbulbs, saving energy in the process. These can be manual, or operated with sensors or timers.

Motion sensors on the other hand will automatically turn on the lights after they detect motion, then after a short while turn them off – they are typically used for utility and outdoor security lighting. There are also occupancy sensors used in rooms, which turn on the lights when they detect indoor activity, then turn them off or reduce the light output when the particular space is unoccupied.

Switching to energy-efficient light fixtures such as CFL or LED bulbs

Lighting costs are a major contributor to the energy bills being footed by the business. What kind of systems do you have set up?

Incandescent bulbs are rapidly being phased out due to their inefficiencies. They work by a wire tungsten filament getting heated until it glows – a process that sees almost 90% of its energy being released as heat, instead of light. In addition, with an average lifespan of just 1,500 hours, there is the need for better alternatives – and they have already been around for over a decade: CFL and LED bulbs, which save on energy and have far less carbon emissions.

Compact fluorescent light bulbs (CFLs) light up when an electric current going through a tube with argon and trace mercury gases generates ultraviolet light, stimulating the fluorescent coating that’s on the inside of the tube, which in turn produces light. As such, a 15-watt CFL will have about the same light output as a 60-watt incandescent bulb. This makes them approximately 4 times more efficient compared to the incandescent bulbs, with a lifespan of 10,000-15,000 hours. This translates into fewer replacements and greater energy savings. However, there are still concerns about the mercury that is in the CFLs, though it is still in small quantities – basically smaller than the tip of your pencil. In addition, the CFLS aren’t; dimmable. They are usually used as a replacement for incandescent bulbs before completely switching to the more efficient LEDs.

Light-emitting diode bulbs (LEDs) Take things a notch higher. Here, electrons moving through a semiconductor emit the light, and you can get the LEDs for visible light, ultra-violet, and infrared spectrums. Here, the lifespan is 25,000–35,000 hours, which is more than double that of CFLs, and leagues beyond the standard incandescent bulb. Moreover, with a 16.5W LED bulb you’ll be getting the same lighting as a 20W CFL, or a 75W incandescent bulb.

You will notice that when you touch LEDs, they feel cool, and this is because less energy is getting converted into heat. With the energy efficient bulbs, you won’t have to run your AC harder during those hot months, further adding to your cost savings. You can be able to see such consumption trends over the months through the energy management system, getting to the root cause of the problem. For instance, seeing the changing trends in the AC energy consumption over different weeks will enable you to assess what is causing it to be pushed harder, and address the root cause of the problem.

Acquiring energy-efficient office equipment

This is broad, with the changes being made here depending on your particular niche. Take printers for instance. Simply going for printers with sleep and automatic shut-off modes will ensure that the units are not consuming energy when they are not in use. The same case applies to copier machines. Energy saving surge protectors on the other hand are beneficial for allowing you to “unplug” multiple devices that use standby power even when switched off – what’s usually called “vampire power” or “phantom energy“.

The need for energy savings cuts across the board, from the computers and monitors used, to the coffee makers and kettles. For instance, working with an electric kettle to heat water for tea beats using a microwave or stove. Go further by opting for a kettle that allows you to set the particular temperature you want for the water – since you don’t really need the water for tea to be boiling hot for the tea to properly steep. Taking such steps further contributes to your business’ efforts to go green and reduce your carbon footprint.

Turning to renewable energy sources

Switching to renewable sources to power your operations will simultaneously reduce your energy bills and cut your carbon emissions. From solar panels to wind turbines and the like, they are cleaner sources of energy, and the installations that you go with will depend on your kind of business. Moreover, this will protect you from the fluctuations in energy prices, since the bills are affected by the availability of fuel, electricity demand, costs that go into generating and distributing it – all of which end up hitting your business in the long run. On the other hand, going off the grid with your own supply of power protects you from this. In fact, if you end up producing surplus energy, you can sell it back to the grid, earning your business extra revenue.

Sure, the upfront costs of setting up the systems will take a sizable chunk out of your budget, but the savings allow you to recoup the costs over time. In addition, there will be savings from the incentives being provided by the government, such as tax rebates and grants. These are the likes of the Solar PV Grant from SEAI (Sustainable Energy Authority of Ireland) which is at €900 per kWp, capped at €2400 for each business. Funding is available for homes, community programs and commercial buildings such as Collinstown Park School that was able to slash their lighting costs by a whopping 90% after securing 50% of the funding for their energy upgrade project from SEAI. The ecoVaro EMS comes with support for solar power installations in its firmware, that way you can continue assessing the changes that your solar power system will bring to your overall energy usage.

Spread awareness

You should also carry out energy conservation training for your staff. The reports generated by the EMS will make it easy for them to get a picture of their energy consumption trends, and the effects that it has on both the performance of the company, and the carbon footprint as a whole. It also gives them more awareness of the impact that they each have at an individual level.

Assessing Key Performance Indicators

The energy analytics tools from the EMS will show you whether you are actually meeting your goals. Since it works with the different metered connections, from getting electricity and temperature readings, checking radiation levels, humidity data all through to gas meters, you will be able to assess the progress that your business is making across the board.

For ecoVaro in particular, the performance of your systems can be seen through reports like Consumption Charts – from the different offices, tenants and equipment energy usage, peak -and off-peak data, as well as Regression Charts that allow you to compare building’s actual energy consumption to its expected performance, and how they are affected by variables such as temperature.

With the site-by-site data and the monitoring being down to the sub-meter level, you will be able to identify an issue when it crops up and narrow it down to the specific instant and location where it occurred. This enables you to address the problem quicker.

Conducting a compliance audit

A comprehensive audit can then be undertaken to ensure that your company meets internationally-recognized standards that have been stipulated regarding implementing energy management systems and enhancing the energy efficiency of your operations. The compliance audits are carried out by certified auditors.

Through the EMS, you are able to position your business appropriately to meet the standards for your particular niche, measuring and observing the performance of energy-saving projects that have been implemented. This extends to acquiring and presenting data that will be used to show the business’s compliance to industry regulations and obtain the relevant certification. You are able to report on your carbon footprint, and verify it. This information can also be disseminated amongst your employees and customers, raising awareness about your business green initiatives, boosting your brand in the process.