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.
Hadoop is a data system so big it is like a virtual jumbo where your PC is a flea. One of the developers named it after his kid?s toy elephant so there is no complicated acronym to stumble over. The system is actually conceptually simple. It has loads of storage capacity and an unusual way of processing data. It does not wait for big files to report in to its software. Instead, it takes the processing system to the data.
The next question is what to do with Hadoop. Perhaps the question would be better expressed as, what can we do with a wonderful opportunity that we could not do before. Certainly, Hadoop is not for storing videos when your laptop starts complaining. The interfaces are clumsy and Hadoop belongs in the realm of large organisations that have the money. Here are two examples to illustrate the point.
Hadoop in Healthcare
In the U.S., healthcare generates more than 150 gigabytes of data annually. Within this data there are important clues that online training provider DeZyre believes could lead to these solutions:
Personalised cancer treatments that relate to how individual genomes cause the disease to mutate uniquely
Intelligent online analysis of life signs (blood pressure, heart beat, breathing) in remote children?s hospitals treating multiple victims of catastrophes
Mining of patient information from health records, financial status and payroll data to understand how these variables impact on patient health
Understanding trends in healthcare claims to empower hospitals and health insurers to increase their competitive advantages.
New ways to prevent health insurance fraud by correlating it with claims histories, attorney costs and call centre notes.
Hadoop in Retail
The retail industry also generates a vast amount of data, due to consumer volumes and multiple touch points in the delivery funnel. Skillspeed business trainers report the following emerging trends:
Tracing individual consumers along the marketing trail to determine individual patterns for different demographics and understand consumers better.
Obtaining access to aggregated consumer feedback regarding advertising campaigns, product launches, competitor tactics and so on.
Staying with individual consumers as they move through retail outlets and personalising their experience by delivering contextual messages.
Understanding the routes that virtual shoppers follow, and adding handy popups with useful hints and tips to encourage them on.
Detecting trends in consumer preferences in order to forecast next season sales and stock up or down accordingly.
Where to From Here?
Big data mining is akin to deep space research in that we are exploring fresh frontiers and discovering new worlds of information. The future is as broad as our imagination.?
For many people within the UK, water is not really something to worry about. Surely enough of it falls out the sky throughout the year that it does feel highly unlikely that we?ll ever run out of it. There certainly does seem to be an abundance of Branded Water available in plastic bottles on our supermarket shelves.
Water, water, every where, And all the boards did shrink; Water, water, every where, Nor any drop to drink.
Despite this, Once-unthinkable water crises are becoming commonplace. If you consider that In England and Wales, we use 16 billion litres of clean drinking water every day ? that’s equivalent to 6,400 Olympic sized swimming pools.
Currently, water companies can provide slightly more than we need ? 2 billion litres are available above and beyond what we’re using. In some areas, though, such as south east England, there is no surplus and, as such, these regions are more likely to face supply restrictions in a dry year.
If we take little moment to reflect on some of the most notable water related stories over the past few years, we’ll start to get a picture of just how real the potential and the threat of water shortages can be.
Reservoirs in Chennai, India?s sixth-largest city, are nearly dry right now. Last year, residents of Cape Town, South Africa narrowly avoided their own Day Zero water shut-off.
It was only year before that, Rome rationed water to conserve scarce resources.
Climate change is likely to mean higher temperatures which may drive up the demand for water (alongside population growth) and increase evaporation from reservoirs and water courses during spring and summer.
The impact of climate change on total rainfall is uncertain, but the rain that does fall is likely to arrive in heavier bursts in winter and summer. Heavier rain tends to flow off land more quickly into rivers and out to sea, rather than recharging groundwater aquifers.
A greater chance of prolonged dry periods is also conceivable. This combined with the harsh reality that no human population can sustain itself without sufficient access to fresh water.
If present conditions continue, 2 out of 3 people on Earth will live within a water-stressed zone by 2025
What is water stress?
Water stress is a term used to describe situation when demand for water is greater than the amount of water available at a certain period in time, and also when water is of poor quality and this restricts its usage. Water stress means deterioration in both the quantity of available water and the quality of available water due to factors affecting available water.
Water stress refers to the ability, or lack thereof, to meet human and ecological demand for water. Compared to scarcity, water stress is a more inclusive and broader concept.
Water Stress considers several physical aspects related to water resources, including water scarcity, but also water quality, environmental flows, and the accessibility of water.
Supply and Demand
Major factors involved when water scarcity strikes is when a growing populations demand for water exceeds the areas ability to service that need.
Increased food production and development programs also lead to increased demand for water, which ultimately leads to water stress.
Increased need for agricultural irrigation in order to produce more crops or sustain livestock are major contributors to localised water stress.
Overconsumption
The demand for water in a given population is fairly unpredictable. Primarily, based on the fact that you can never accurately predict human behaviour and changes in climate.
If too many people are consuming more water than they need because they mistakenly believe that water is freely available and plentiful, then water stress could eventually occur.
This is also linked to perceived economic prosperity of a give region. Manufacturing demand for water can have huge impact regardless whether water is actively used within the manufacturing process or not.
Water Quality
Water quality in any given area is never static. Water stress could happen as a result of rising pollution levels having a direct impact on water quality.
Water contamination happens when new industries either knowingly or unknowingly contaminate water with their industrial practices.
Largely, this can happen and frequently does so because these industries do not take effective control of monitoring and managing their impact on communal water supplies. Incorrectly assuming this is the responsibility of an additional third party like the regional water company.
The truth is, water quality and careful monitoring of it is all of our responsibility.
Water Scarcity
Simple increases in demand for water can in itself contribute to water scarcity. However, these are often preceded by other factors like poverty or just the natural scarcity of water in the area.
In many instances, the initial locations of towns or cities were not influenced by the close proximity of natural resources like water, but rather in pursuit of the extraction of other resources like Gold, Coal or Diamonds.
For Instance, Johannesburg, South Africa is the largest City in South Africa and is one of the 50 largest urban areas in the world. It is also located in the mineral rich Witwatersrand range of hills and is the centre of large-scale gold and diamond trade.
Johannesburg is also one of the only major cities of the world that was not built on a river or harbour. However, it does have streams that contribute to two of Southern Africas mightiest rivers – Limpopo and the Orange rivers. However, most of the springs from which many of these streams emanate are now covered in concrete!
Water Stress and Agriculture
Peter Buss, co-founder of Sentek Technology calls ground moisture a water bank and manufactures ground sensors to interrogate it. His hometown of Adelaide is in one of the driest states in Australia. This makes monitoring soil water even more critical, if agriculture is to continue. Sentek has been helping farmers deliver optimum amounts of water since 1992.
The analogy of a water bank is interesting. Agriculturists must ?bank? water for less-than-rainy days instead of squeezing the last drop. They need a stream of real-time data and utilize cloud-based storage and processing power to curate it.
Sentek?s technology can be found in remote places like Peru?s Atacamba desert and the mountains of Mongolia, where it supports sustainable floriculture, forestry, horticulture, pastures, row crops and viticulture through precise delivery of scarce water.
This relies on precision measurement using a variety of drill and drop probes with sensors fixed at 4? / 10cm increments along multiples of 12? / 30cm up to 4 times. These probe soil moisture, soil temperature and soil salinity, and are readily repositioned to other locations as crops rotate.
Peter Buss is convinced that measurement is a means to an end and only the beginning. ?Too often, growers start watering when plants don’t really need it, wasting water, energy, and labour. By accurately monitoring water can be saved until when the plant really needs it.
Peter also emphasises that crop is the ultimate sensor, and that ?we should ask the plant what it needs?.
This takes the debate a stage further. Water wise farmers should plant water-wise crops, not try to close the stable door after the horse has bolted and dry years return.
The South Australia government thinks the answer also lies in correct farm dam management. It wants farmers to build ones that allow sufficient water to bypass in order to sustain the natural environment too.
There is more to water management than squeezing the last drop. Soil moisture goes beyond measuring for profit. It is about farming sustainably using data from sensors to guide us.
Ecovaro is ahead of the curve as we explore imaginative ways to exploit the data these provide for the common good of all.
A Quarter of the World?s Population, Face High Water Stress
Data from WRI?s Aqueduct tools reveal that 17 countries? home to one-quarter of the world?s population?face ?extremely high? levels of baseline water stress, where irrigated agriculture, industries and municipalities withdraw more than 80% of their available supply on average every year.
Water stress poses serious threats to human lives, livelihoods and business stability. It’s poised to worsen unless countries act: Population growth, socioeconomic development and urbanization are increasing water demands, while climate change can make precipitation and demand more variable.
How to manage water stress
Water stress is just one dimension of water security. However, like any challenge, its outlook depends on adequate monitoring and management of environmental data.
Even countries with relatively high water stress have effectively secured their water supplies through proper management by leveraging the knowledge they have garnered by learning from the data they gathered.
3 ways to help reduce water stress
In any geography, water stress can be reduced by measures ranging from common sense to innovative technology solutions.
There are countless solutions, but here are three of the most straightforward:
1. Increase agricultural efficiency: The world needs to make every drop of water go further in its food systems. Farmers can use seeds that require less water and improve their irrigation techniques by using precision watering rather than flooding their fields.
Businesses need to increase investments to improve water productivity, while engineers develop technologies that improve efficiency in agriculture.
2. Invest in grey and green infrastructure: D Data produced by Aqueduct Alliance – shows that water stress can vary tremendously over the year. WRI and the World Bank?s researchshows that built infrastructure (like pipes and treatment plants) and green infrastructure (like wetlands and healthy watersheds) can work in tandem to tackle issues of both water supply and water quality.
3. Treat, reuse and recycle: We need to stop thinking of wastewater as waste.
Treating and reusing it creates a ?new? water source.
There are also useful resources in wastewater that can be harvested to help lower water treatment costs. For example, plants in Xiangyang, China and Washington, D.C. reuse or sell the energy- and nutrient-rich byproducts captured during wastewater treatment.
Summary
The data is undeniably clear, there are very worrying trends in water.
Businesses and other other organisations need to start taking action now and investing in better monitoring and management, we can solve water issues for the good of people, economies and the planet. We collectively cannot kick this can down the road any further, or assume that this problem will be solved by others.
It is time, for a collective sense of responsibility and for everyone to invest in future prosperity of our Planet as a collective whole. Ecological preservation should be at the forefront of all business plans because at the end of the day profit is meaningless without an environment to enjoy it in!
End User Computing (EUC) or end User Developed Application (UDA) systems like spreadsheets used to be ideal ad-hoc solutions for data processing and financial reporting. But those days are long gone.
Today, due to regulations like the:
Sarbanes-Oxley (SOX) Act,
Dodd-Frank Act,
IFRS (International Financial Reporting Standards),
E.U. Data Protection Directive,
Basel II,
NAIC Model Audit Rules,
FAS 157,
yes, there?s more ? and counting
a company can be bogged down when it tries to comply with such regulations while maintaining spreadsheet-reliant financial and information systems.
In an age where regulatory compliance have become part of the norm, companies need to enforce more stringent control measures like version control, access control, testing, reconciliation, and many others, in order to pass audits and to ensure that their spreadsheets are giving them only accurate and reliable information.
Now, the problem is, these control measures aren’t exactly tailor-made for a spreadsheet environment. While yes, it is possible to set up a spreadsheet and EUC control environment that utilises best practices, this is a potentially expensive, laborious, and time-consuming exercise, and even then, the system will still not be as foolproof or efficient as the regulations call for.
Testing and reconciliation alone can cost a significant amount of time and money to be effective:
It requires multiple testers who need to test spreadsheets down to the cell level.
Testers will have to deal with terribly disorganized and complicated spreadsheet systems that typically involve single cells being fed information by other cells in other sheets, which in turn may be found in other workbooks, or in another folder.
Each month, an organisation may have new spreadsheets with new links, new macros, new formulas, new locations, and hence new objects to test.
Spreadsheets rarely come with any kind of supporting documentation and version control, further hampering the verification process.
Because Windows won’t allow you to open two Excel files with the same name simultaneously and because a succession of monthly-revised spreadsheets separated by mere folders but still bearing the same name is common in spreadsheet systems, it would be difficult to compare one spreadsheet with any of its older versions.
But testing and reconciliation are just two of the many activities that make regulatory compliance terribly tedious for a spreadsheet-reliant organisation. Therefore, the sheer intricacy of spreadsheet systems make examining and maintaining them next to impossible.
On the other hand, you can’t afford not to take these regulations seriously. Non-compliance with regulatory mandates can have dire consequences, not the least of which is the loss of investor confidence. And when investors start to doubt the management’s capability, customers will start to walk away too. Now that is a loss your competitors will only be too happy to gain.
Learn more about our server application solutions and discover a better way to comply with regulations.
