The Impact of Machine Learning on Renewable Energy

Machine learning, as well as its endgame, artificial intelligence, is proving its value in a wide variety of industries. Renewable energy is yet another sector that can benefit from machine learning’s smart data analysis, pattern recognition and other abilities. Here’s a look at why the two are a perfect match.

Predicting and Fine-Tuning Energy Production

One of the biggest misconceptions about solar power is that it’s only realistic in parts of the world known for year-round heat and intense sunshine. According to Google, around 80% of rooftops they’ve analyzed through their Sunroof mapping system “are technically viable for solar.” They define “viable” as having “enough unshaded area for solar panels.”

Even with this widespread viability, it’s useful to be able to predict and model the energy yield of a renewable energy project before work begins. This is where machine learning enters the equation.

Based on the season and time of day, machine learning can produce realistic and useful predictions for when a residence or building will be able to generate power and when it will have to draw power from the grid. This may prove even more useful over time as a budgeting tool as accuracy improves further. IBM says their forecasting system, powered by deep learning, can predict solar and wind yield up to 30 days in advance.

Machine learning also helps in the creation of solar installations with physical tracking systems, which intelligently follow the sun and angle the solar panels in order to maximize the amount of power they generate throughout the day.

Balancing the Smart Energy Grid

Predicting production is the first step in realizing other advantages of machine learning in clean energy. Next comes the construction of smart grids. A smart grid is a power delivery network that:

  • Is fully automated and requires little human intervention over time
  • Monitors the energy generation of every node and the flow of power to each client
  • Provides two-way energy and data mobility between energy producers and clients

A smart grid isn’t a “nice to have” — it’s necessary. The “traditional” approach to building energy grids doesn’t take into account the diversification of modern energy generation sources, including geothermal, wind, solar and hydroelectric. Tomorrow’s electric grid will feature thousands and millions of individual energy-generating nodes like solar-equipped homes and buildings. It will also, at least for a while, contain coal and natural gas power plants and homes powered by heating oil.

Machine learning provides an “intelligence” to sit at the heart of this diversified energy grid to balance supply and demand. In a smart grid, each energy producer and client is a node in the network, and each one produces a wealth of data that can help the entire system work together more harmoniously.

Together with energy yield predictions, machine learning can determine:

  • Where energy is needed most and where it is not
  • Where supply is booming and where it’s likely to fall short
  • Where blackouts are happening and where they are likely
  • When to supplement supplies by activating additional energy-generating infrastructure

Putting machine learning in the mix can also yield insights and actionable takeaways based on a client’s energy usage. Advanced metering tools help pinpoint which processes or appliances are drawing more power than they should. This helps energy clients make equipment upgrades and other changes to improve their own energy efficiency and further balance demand across the grid.

Automating Commercial and Residential Systems

The ability to re-balance the energy grid and respond more quickly to blackouts cannot be undersold. But machine learning is an ideal companion to renewable energy on the individual level as well. Machine learning is the underlying technology behind smart thermostats and automated climate control and lighting systems.

Achieving a sustainable future means we have to electrify everything and cut the fossil fuels cord once and for all. Electrifying everything means we need to make renewable energy products more accessible. More accessible renewable energy products means we need to make commercial and residential locations more energy-efficient than ever.

Machine learning gives us thermostats, lighting, and other products that learn from user preferences and patterns and fine-tune their own operation automatically. Smart home and automation products like these might seem like gimmicks at first, but they’re actually an incredibly important part of our renewable future. They help ensure we’re not burning through our generated power, renewable or otherwise, when we don’t need to be.

Bottom Line

To summarize all this, machine learning offers a way to analyze and draw actionable conclusions from energy sector data. It brings other gifts, too. Inspections powered by machine learning are substantially more accurate than inspections performed by hand, which is critical for timely maintenance and avoiding downtime at power-generating facilities.

Machine learning also helps us predict and identify factors that could result in blackouts and respond more quickly (and with pinpoint accuracy) to storm damage.

Given that the demand for energy is only expected to rise across the globe in the coming years, now is an ideal time to use every tool at our disposal to make our energy grids more resilient, productive and cost-effective. Machine learning provides the means to do it.

Applications of Epoxy Resin in Clean Energy Sector

Epoxy resin is a kind of reactive prepolymer and polymer that contains epoxide groups. It is important to note that epoxy resin is different from other polyester resins in terms of curing. Unlike other resins, instead of using a catalyst as a curing agent, it is cured by an agent known as the hardener. It possesses many desirable properties such as high tensile strength, high adhesive strength, high corrosion resistance, and excellent moisture & chemical resistance. It is also resistant to fatigue, has a long shelf life, and has good electrical and insulating properties. The ability of epoxy resins to be used in various combinations and reinforcements makes it the foundation of a plethora of industries, including clean energy systems.

Applications of Epoxy Resins

Because of the versatile properties of epoxy resins, it is used widely in adhesives, potting, encapsulating electronics, and printed circuit boards. It is also used in the form of matrices for composites in the aerospace industries. Epoxy composite laminates are commonly used for repairing both composite as well as steel structures in marine applications.

Due to its high reactivity, epoxy resin is preferred in repairing boats that have been damaged by impact. Its low shrinking properties and ease of fabrication make it well suited for many tooling applications such as metal-shaping molds, vacuum-forming molds, jigs, patterns etc.

Use of Epoxy Resins in Clean Energy

A variety of industries have been actively trying to find a path that’s moving towards a society that puts less load on the the environment and also contributes towards reducing the carbon footprint. The accelerated use of epoxy resins in generating renewable energy has lead to a rise in its production demand. This is why the epoxy resin market is projected to witness a high demand and growth rate by 2022. Here are some of the sectors contributing to the production of clean energy and how they utilize epoxy resin for their functioning:

  • Solar Energy

The harnessing of solar energy dates back to 700 B.C, when people used a magnifying glass to focus the sun’s rays to produce fire. Today solar power is a vigorously developing energy source around the globe. It not only caters to the rising energy requirements but also the need to protect the environment from the exploitation of exhaustible energy resources.

A piece of average solar equipment endures intense environmental conditions such as scorching heat, UV radiations, bitter cold,  pouring rain, hail, storms, and turbulent winds. To withstand such conditions, the sealing and mounting application of epoxy resins increase the environmental tolerance of the solar equipment.

With their high mechanical strength, impressive dimensional stability and excellent adhesion properties, they are used to protect the solar panels from a wide range of temperatures. Epoxies are cheap, less labor-intensive and easy to apply.

  • Wind Energy

The global wind industry has quickly emerged as one of the largest sources of renewable energy around the world. The wind energy in the U.S. alone grew by 9% in 2017 and today is the largest source for generating clean energy in the country. With such a tremendous demand for wind power, the need for fabricating bigger and better wind turbine blades is also rising. The industry is in a dearth of long-lasting blades, that endure the harsh climatic conditions and wear tear and are able to collect more wind energy at a time.

Sealing and mounting application of epoxy resins increase the environmental tolerance of the solar equipment

Epoxy thermosets are used for making the blades more durable because of their high tensile strength and high creep resistance. Mixing of epoxy resins with various toughening agents and using them on the blades have shown positive results towards making the blades corrosion resistant and fatigue-proof.

  • Hydropower

Hydropower is an essential source of renewable and clean energy. As the hydropower industry is developing rapidly, the solution for protecting the hydropower concrete surfaces against low temperatures and lashing water flow has also been looked into.

As a solution to this issue, epoxy mortar, a mixture of epoxy resins, binder, solvent, mineral fillers, and some additives has proven to be the most effective material used for surface protection. Owing to the properties like non-permeability, adhesive strength, anti-erosive nature, and non-abrasiveness, epoxy mortar paste has been used as a repairing paste in the hydropower industry.

Over the last few decades, epoxy resins have contributed immensely in the maintenance and protection of clean energy sources, helping them to become more efficient and productive.

Final Thoughts

While many argue that factors like a relatively high cost when compared to petroleum-based resins and conventional cement-mortar alternatives has affected the epoxy resin market growth, the fact remains that epoxy resin never fails to deliver top-notch and unmatchable results in the areas of application.

What is the True Cost of Sustainable Living in the US?

Protecting the environment is something most Americans are passionate about. In fact, a recent study found that over 65 percent of Americans would be willing to make drastic changes to protect the Earth. For years, people have searched for a way to live a more sustainable life.

While this can be beneficial, sustainable living is not cheap. Getting all of the different eco-friendly systems in place can be quite expensive. Properly preparing for your path to a sustainable life can help you avoid biting off more than you can chew financially.

Planting more trees and vegetation will go a long way in reducing heat in urban settings.

The following are some of the things you need to know about the true cost of sustainable living.

A Sustainable Lifestyle Starts With Rethinking Your Power Supply

Most homeowners spend about 55 percent of their utility bills on electricity. Lowering these costs can be easy when using a website like Texaselectricityplans.com, but in order to make your power supply sustainable, you will have to make some changes.

Using solar power can be cost-effective over time, but initially, it will be a bit expensive. Getting a 24-volt solar power system with a backup generator will cost you around $40,000. As this technology is perfected and mass-produced, these initial costs will continue to decline.

Using the Power of Wind Turbines

Another popular power option for people who are trying to live a sustainable existence is wind turbines. While you can’t use this technology solely to power your home, they can be used as a backup to the solar system you have in place.

These systems are great to have, but they can be pricey. The typical wind turbine system will be around $11,000. If you are going to go completely solar-powered, you definitely need to consider including this backup to ensure your lights and appliances stay powered.

Revamping Your Water and Septic Solutions

Once you have your power problems figured out, finding a better way to get water and dispose of waste should be at the top of your list. If you are looking for a way to reduce your dependence on water treatment facilities for drinking water, then utilizing the power of a well is a good idea. Studies show that nearly 15 percent of Americans are using wells for their home drinking water.

If you are using your city’s sewer system to dispose of waste, you need to think about getting a standalone septic tank installed. Getting a well and a septic tank installed will cost around $13,000. There are greywater systems on the market, as well as waterless composting toilets. These systems take some getting used to but are a great eco-friendly waste disposal option.

Establishing an Independent Heating Source

Staying warm in the winter is something everyone views as a priority. Traditional HVAC systems use a lot of energy, which is why you need to establish an independent heating source if you want to live sustainably. One of the best ways to do this is by using wood-burning stoves or propane heaters. A propane tank splitter connects two propane appliances into one fuel tank, which helps in running two cookers in a single tank

Since wood is a renewable source of energy, you can use it as much as you want in your sustainable life. Buying a wood stove and lumber to keep it going will cost you around $4,000. This is a good deal when you figure out how much you pay in electricity costs during the winter and how much of a strain this puts on the environment.

Creating a Sustainable Lifestyle Takes Time

The journey to a sustainable life will not be easy. The amount of hard work and effort you put into converting your home into an eco-friendly paradise will be well worth it in the long run.