Solar+Storage, Strategy and Best Practices
Article | September 17, 2022
Machine learning and artificial intelligence (AI) are two of the most commonly used commercial phrases these days. As a result, companies across sectors are searching for methods to include them in order to optimize and automate their key operations. The energy sector is no exception!
Indeed, throughout the years, renewable energy industries (wind, solar, hydro, nuclear) have substantially gained from the potential of machine learning. They were able to reduce their expenses, make better projections, and raise the rate of return on their portfolio. And this tendency is just going to gain momentum. If your company is in the energy industry or utilizes a lot of power, machine learning and AI can help you improve your business performance. But how precisely? Let's get started.
Ways in Which AI and Machine Learning are Changing Energy Sector
There are a few methods that machine learning and AI can be applied to positively improve the energy industry. Here are a few popular applications currently under development.
Predictive Maintenance
AI helps match energy output with demand and ensure power grid stability and resilience.In 2003, a low-hanging high-voltage electricity line hit an overgrown tree in Ohio, causing a widespread blackout. There was no power system alarm and no sign of the incident. The electric company didn't notice until three additional power lines failed. This carelessness ultimately brought down the whole grid. The 50 million-person blackout lasted two days. Eleven individuals died, and $6 billion was lost.
Predictive maintenance can be implemented using machine learning and IoT
Sensors gather operational time series data from electricity lines, equipment, and stations (data accompanied by a timestamp).
Machine learning algorithms can then forecast when a component will fail (or n-steps). It can also anticipate machinery's remaining usable life or future breakdown. These algorithms detect machine failure, eliminate blackouts or downtimes, improve maintenance procedures, and reduce maintenance expenses.
Grid Management
Grid management is a promising AI application in energy. Complex networks distribute electricity to users (also known as the power grid). Generation and demand must always match in the electrical system. Other issues, like blackouts and system breakdowns, can occur.
Despite being ancient, pumped hydroelectric storage is the most common way to store energy. It operates by moving water upwards and letting it fall into turbines. Renewable energy makes predicting the grid's power generation challenging. After all, it is affected by a variety of things, like sunlight and wind.
Demand Response
Large demand shifts can be expensive for nations that depend on renewable energy. As nations migrate to green energy, it's harder to adapt to demand fluctuations. Germany plans to use 80% renewable energy by 2050.
Countries such as Germany will encounter two major challenges Demand fluctuations: On some days or times of the year, power consumption soars (on Christmas, for example) Weather volatility: Without wind or clear skies, it might be hard to meet electrical demand. In both circumstances, more stations or fossil fuel-powered facilities must meet demand
Solving demand response issues
Many nations are partnering with businesses to examine weather forecasts, power demand, etc. Germany's EWeLiNE project forecasts wind and solar energy at a specific moment. This enables the government to use non-renewable energy to meet additional power demand.
They utilize enormous historical data sets to train machine learning algorithms, as well as data from wind turbines or solar panels, to properly balance supply and demand.
Closing Lines
AI increases the potential of humans. Several renewable energy producers are investing in artificial intelligence to boost their businesses.There are numerous uses of artificial intelligence in renewable energy. The fundamental purpose of AI integrated systems is to reduce forecasting issues and incorporate renewable energy into the central energy grid as effectively as possible. AI can also assist renewable energy providers in developing successful plans and policies based on present energy consumption and demand.
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Energy
Article | July 16, 2022
The company behind famous Australian wine brands including Penfolds and Wolf Blass is embracing solar energy in a big way.
ASX-listed Treasury Wine Estates (TWE) is one of the world’s largest wine companies and has an ambition to be the “world’s most admired premium wine company”. A powerful way to win consumer hearts, minds (and wallets) these days is to have a strong focus on sustainability.
As part of its sustainability mission, wines in TWE’s portfolio will be produced using 100% renewable electricity by 2024. In a step towards this renewables goal in Australia, approximately 9,500 solar panels will be installed at Barossa Winery and Production Centre in South Australia, and Karadoc Winery in Victoria by the end of this year.
Collectively, the solar panels will generate more than 5,500 megawatt-hours of electricity annually, enough to supply the equivalent of 900 homes. Total capacity wasn’t mentioned, but given the annual output, I’d estimate it at around 3.75 MW.
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Solar+Storage
Article | June 14, 2022
Despite rising energy costs and dwindling customer ratings of the ‘Big Six’, over 37% of Brits still believe they are getting a good deal when it comes to gas and electricity.
Here, Keith Bastian, CEO of rising independent Outfox the Market, challenges those age-old perceptions that are damaging consumer bank balances…
I have never quite understood the notion of pay more for the same service. Except that last part, is really where the difference lies.
As I have made my way through the energy market, it seems clear to me that we are facing a common notion.
Age-old dinosaurs, that have relied on name status and brand power to retain customer loyalty, despite not providing anything different or any value-added service, give the impression that customers are somehow safer with them. That is the biggest misconception.
We at Outfox the Market would like to challenge that.
Of course, when I speak in such a way, I am referring to the ‘Big Six’, those long-established brands whose share in the energy market whilst substantial, is increasingly coming at the cost to its customers.
For example, in the latest independent customer rankings from Which, it was determined that the traditional big energy companies had some of the lowest scores for customer service and value for money, yet some customers still feel secure with them.
On the contrary, rising independents, such as ourselves, were scoring highly in these areas and this is where I feel the difference lies.
Regardless of your opinion on fossil fuels and/or renewables, it is more the value of looking after your customers, understanding their concerns and dealing with them efficiently that has become somewhat lost for the ‘Big Six’.
It is true that they have a larger proportion of customers to serve with a larger workforce, but that should not be to the detriment to the service they provide.
What were are seeing now, as evidenced by the recent Ofgem price hikes, is the ‘Big Six’ once again failing consumers in these areas, with most of the top names putting costs up by £96 a year on average as of April.
I am not one to not acknowledge that energy firms are tongue-tied in some respects in passing regulated costs on; there are times when we must. However, customers could also benefit from a little research.
Even with growing numbers of consumers switching, nearly 60% of all households in the UK are still on standard variable rate tariffs, those that are subject to the incoming Ofgem hikes.
So, the real question is why aren’t more customers switching? Heritage, loyalty and brand association. These facets really should not come at cost of paying more for energy.
I really believe it is down to time-sensitivity and a misunderstanding around the barriers to switching, with cost somewhere in the middle.
According to MoneySuperMarket, 75% of us would switch if we could save £149.99. A hefty figure, but why not the £96 highlighted earlier? That is still pretty good, and something that would add up nicely over the years.
I understand we are time-poor as a nation, it’s well publicised, but we’re all well averse in switching phone contracts and insurance deals, so why not where our energy comes from?
Truth be told, I believe it’s an age-old notion that energy is ‘just something that comes with the house, not worth the hours or hassle to change.’
But in all honesty, it takes a matter of seconds to switch. Firms such as ourselves offer this and more via a quick and easy quote online. Best of all, many energy providers will help manage the switching process for you, contacting your current provider and notifying them of your intentions.
I would also like to challenge this notion that once an energy firm ‘gets you’, you are ‘locked in’ for years upon end in ever rising contract costs.
If you are on a standard variable tariff, you can switch to a new provider at any time. What’s more, even if you are in a fixed term energy deal, which can be subject to exit fees, sometimes the cost involved outweighs the savings you can make with your new provider.
Customers must do their best to ask more of energy firms, check the service they are being given and hold it up against national bill averages. Compare what your neighbours, friends and family are paying under similar living circumstances, and weigh up if you are being given a fair deal.
Living costs and regulated price hikes are always going to be an ever present worry, so I call on both customers and energy firms to do their due diligence in these respects.
Age-old energy firms relying on their reputation must take a serious inward look at their lessening market share to understand why they are failing customers.
It’s time to make a change now, both from business attitude and a consumer standpoint; switching is quick, easy and a vital notion to bear in mind, as both retaining custom and saving money becomes an ever-growing sticking point in the energy market.
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Solar+Storage
Article | December 23, 2021
UTILIZING SOLAR ENERGY
You want the world to be a better place for your children and your children’s children. So how do you go about making changes in order to ensure that it will be? There are only so many things you can do, but you know it would be a good start to change the way you use energy. There’s so much waste and, in reality, only so much energy to go around. You’ve heard that solar energy is the energy source of the future and you can get behind that. After all, the sun is bright and hot and always around. It’s not going to run out of energy anytime soon and it makes sense to use its energy to power things. But how do you take advantage of that? Here are a few ideas.
START SMALL WITH SOLAR ENERGY
You might want to test out how solar energy works by using it in small ways. First, get some solar powered landscape lights and other small items that can help you get used to how solar power works. You’ll see that those lights glow on a nightly basis from the sun’s power that they stored during the day and you’ll realize that solar power can work well in other areas.
GO BIG WITH SOLAR PANELS
You can also do your research and go all out with solar panels on your roof. They’re costly to install, but they cost a lot less now than they did in the past. Plus, they’ll pay you back over the years in energy savings. If you really want to make an impact and you have the money to do so, solar panels are a great way to take advantage of the solar energy beating down on your house.
GET IN TOUCH WITH A CLEAN ENERGY PROVIDER
If you go with solar panels yourself, more power to you (literally, in some ways!) but not every homeowner has the funds or inclination to go that route. If you want something easier, but you still want solar power, it’s best to contact a clean energy provider for help. Your clean energy provider will harness solar power for you (along with wind energy and other renewable sources) and add it to the grid. You can then use energy as needed and know that it comes from the sun and other clean sources.
SOLAR ENERGY IS THE FUTURE
With natural resources dwindling, it makes sense for more people to jump over to solar power. It definitely has enough power to go around and it doesn’t cause harmful gases and pollution to be released into the atmosphere. You may as well jump on board early with Star Energy Partners. You’ll not only have peace of mind about where your energy comes from, but you’ll also pay a fixed rate, which is lower than what your bills are now. We can even call your current company for you and get you switched over with ease.
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