How I evaluated the world’s potential for wind energy

How I assessed the global potential of wind energy

This article is part of a series on the DEC Report. The DEC report is a 200+ pages freely accessible report I wrote on climate change and energy. It assesses the world’s potential to tackle climate change by removing GHG emissions in energy and agriculture, and it assesses how we can optimize this transition.

Global wind power potential

Global wind power potential mainly refers to how much electricity we can produce from wind turbines. Wind turbines are a low-carbon source of energy (https://www.ipcc.ch/site/assets/uploads/2018/02/ipcc_wg3_ar5_annex-iii.pdf, A.III.2: median of ~11 gCO2eq/kWh vs > 400 for gas and > 800 for coal).

Wind turbines are currently the TOP 3 source of low carbon electricity in the world. It comes after hydroelectricity and nuclear energy, which themselves produce less electricity than coal and natural gas.

Wind turbines still produce a lot less electricity than fossil fuels

As you can see, wind electricity production has continuously increased during the last years and is currently on a kind of exponential curve. However, it is to be considered that wind turbines we currently install have a low lifespan of approximately 20 years. That is, when we have a +200 TWh increase one year, we may have a -200 TWh decrease in 20 years, making this exponential probably short term as current increases aren’t affected by a large decrease (we weren’t installing as much wind turbines 20 years ago). In order to tackle climate change and reduce energy issues, it is extremely interesting to assess the full potential of this energy in the world.

In order to do so, I used the Global Wind Atlas (GWA).

The Global Wind Atlas is a freely accessible dataset to estimate the potential of wind turbines over the world.

What it does:

  • Estimate the wind speed and W/m² for a specific location on the planet

What it doesn’t do:

  • Consider where wind turbines could realistically be installed
  • Consider that wind turbines will produce less electricity with continous degradation
  • Consider where wind turbines are currently installed, where future wind turbines will be installed, and how we can replace current wind turbines when they reach their end of life where they’re installed with newer wind turbines

In order to adjust the results from GWA, I evaluate the true capacity factors wind turbines had in some places thanks to WRI’s power plants dataset and data from EIA. I also used data on topography and population distribution around the world.

I estimate a global potential of 650 PWh/y for onshore wind turbines just with constraints on land (no forests, no crops, above a population density limit). Just land surface is therefore not a constraint for wind turbines. I didn’t estimate the potential for offshore wind turbines, based on numbers for onshore wind turbines it seems that offshore wind turbines won’t be limited by surface but rather by how fast we can install them and how much energy we need to maintain this system.

In the report I optimized the location of wind turbines based on where needs are located (i.e. where current energy production is located), but I only did this per country. A global optimization should ignore borders.

This is where the model installed wind turbines for the configuration used in the report:

As you can see there may be a large theoretical potential in some places, with a high capacity factor, but because not enough people actually live in these places, it’s harder to forecast a large installation of wind turbines there.

The main forecasted constraint on wind turbines seems to be their lifespan. We’re currently installing approximately 100 GW of wind turbines per year. In the model we can reach up to 250 GW per year:

However, as you can see, at some point in the future, wind turbines we’re currently installing will reach the end of their life (negative -250 GW). It’ll be a very large challenge to produce enough wind turbines to keep replacing these old wind turbines. While, in theory, we would have much less fossil fuel available. The current production of wind turbines largely profits from the highly CO2-intensive world we’re currently living in.

The model also doesn’t consider grid constraint, it could be extremely hard to make an efficient grid with a lot of wind turbines at it would require large quantities of copper and a large workforce to install enough cables, or it would also require a lot of lithium to build enough batteries. Pumped-storage hydroelectricity is promising but has limits and can’t be done everywhere, while hydrogen also has many limits and isn’t efficient. More constraints also exist on offshore wind turbines, while these turbines have a higher capacity factor, they’re much more complex to install and need more cement and longer cables.

Overall, in this configuration of the DEC model, I don’t expect countries to install enough turbines to produce much more than 12 PWh of electricity, and I expect that it’ll be a peak rather than a continous increase as a lot of wind turbines will reach their end of life and be hard to replace. 12 PWh alone is insufficient to replace the > 100 PWh of fossil energy we’re currently consuming. But it could be enough to replace a significant portion of fossils we use for electricity (~15 PWh of coal+gas). Yet, where we consume a lot of coal and gas for electricity, there isn’t necessarily enough land to install enoug wind turbines while using this land for carbon storage (aka forests) or food production. The electricity from wind turbines could also be used to replace parts of the oil we use in cars, by using electric cars.

Wind electricity in the global energy mix

Results

It seems plausible that small countries with a lot of wind could produce enough electricity from wind turbines to be autonomous IF they are able to store this energy and to re-use it to maintain this system (to continue to install enough wind turbines). Otherwise, countries should rather install wind turbines if they fit in a global strategy to entirely remove fossil fuels, and they should avoid a strategy where fossil fuels would be kept forever (i.e. in a long-term gas/wind or coal/wind strategy).

Links

You can see how some of these results were used in much more details in the DEC report. Some of the data and models I used are also available on Github.

👏 if you liked this article and I’ll do more!

Return to Blog
All our articles are available on Medium

News

  • Card image
    Transformers in Pytorch from scratch for NLP Beginners

    Everything you need in one python file, without extra libraries Two weeks ago, I wanted to understand Transformers. I read the original paper, I read articles I could find online, I listened to podcas...

    Wed, 17 Feb 2021 21:12:46 GMT

    Read

    Wed, 17 Feb 2021 21:12:46 GMT

    Read
  • Card image
    Why do we close nuclear reactors?

    Nuclear reactors may be closed for four main reasons: they reached their end of life, they had an accident, they had technical problems and couldn’t be repaired, or a political decision made them cl...

    Sun, 02 Apr 2023 22:23:52 GMT

    Read

    Sun, 02 Apr 2023 22:23:52 GMT

    Read
  • Card image
    How many people died because of the Chernobyl disaster?

    Several studies and organizations investigated deaths related to the Chernobyl accident. I present their results. This article is part of a series on the DEC Report. The DEC report is a 200+ pages fr...

    Sun, 02 Apr 2023 18:29:33 GMT

    Read

    Sun, 02 Apr 2023 18:29:33 GMT

    Read
  • Card image
    Energy, EROI and limits to growth

    What is the limit to the amount of energy we can produce? Is EROI the best metric for future constraints? Let’s see! In this article, I provide a simple algorithm to evaluate if a strategy is credi...

    Sun, 02 Apr 2023 14:07:27 GMT

    Read

    Sun, 02 Apr 2023 14:07:27 GMT

    Read
  • Card image
    How much fossil fuel do we consume each year?

    Can we really grasp how much fossil fuels we consume each year? Is it a lot? Not that much? Can we easily do an energy transition for climate change? Or is our consumption of fossil fuel so fundamenta...

    Sun, 02 Apr 2023 11:58:25 GMT

    Read

    Sun, 02 Apr 2023 11:58:25 GMT

    Read
  • Card image
    How I assessed the global potential of nuclear energy

    This article is part of a series on the DEC Report. The DEC report is a 200+ pages freely accessible report I wrote on climate change and energy. It assesses the world’s potential to tackle climate ...

    Sat, 01 Apr 2023 20:08:49 GMT

    Read

    Sat, 01 Apr 2023 20:08:49 GMT

    Read
  • Card image
    How I evaluated the world’s potential for wind energy

    This article is part of a series on the DEC Report. The DEC report is a 200+ pages freely accessible report I wrote on climate change and energy. It assesses the world’s potential to tackle climate ...

    Sat, 01 Apr 2023 17:46:21 GMT

    Read

    Sat, 01 Apr 2023 17:46:21 GMT

    Read
  • Card image
    How I evaluated the world’s potential for solar energy

    This article is part of a series on the DEC Report. The DEC report is a 200+ pages freely accessible report I wrote on climate change and energy. It assesses the world’s potential to tackle climate ...

    Sat, 01 Apr 2023 16:28:55 GMT

    Read

    Sat, 01 Apr 2023 16:28:55 GMT

    Read
  • Card image
    How I evaluated the world’s potential for hydroelectricity

    This article is part of a series on the DEC Report. The DEC report is a 200+ pages freely accessible report I wrote on climate change and energy. It assesses the world’s potential to tackle climate ...

    Sat, 01 Apr 2023 15:09:34 GMT

    Read

    Sat, 01 Apr 2023 15:09:34 GMT

    Read
  • Card image
    How I built an AI Image Enhancer

    What is a great image? It’s just the previous image with more contrast and saturation, right (/s) ? But at some point, the contrast or saturation is too high. And what if the creator of the image d...

    Sat, 01 Apr 2023 02:06:01 GMT

    Read

    Sat, 01 Apr 2023 02:06:01 GMT

    Read
  • Card image
    [Video] A Model for Language Acquisition

    In this video I introduce the prototype for language acquisition in the global Artificial General Intelligence project. https://medium.com/media/9a72c93624362c8105f1406f16ee1817/href The model I used...

    Wed, 26 Jan 2022 22:54:31 GMT

    Read

    Wed, 26 Jan 2022 22:54:31 GMT

    Read
  • Card image
    Simulons des pandémies

    Propagation d’un virus dans une population Cet article a pour but de transmettre un retour d’expérience sur la simulation de pandémies. Objectif? Comprendre les limites et l’intérêt de ces a...

    Thu, 22 Oct 2020 11:56:53 GMT

    Read

    Thu, 22 Oct 2020 11:56:53 GMT

    Read
  • Card image
    Neural Network in C++ From Scratch and Backprop-Free Optimizers

    In this article I’ll present a beginner-oriented framework implementing neural networks in C++. The main goal of this code is to understand the root of neural networks for beginners, it also allows ...

    Tue, 13 Oct 2020 23:03:00 GMT

    Read

    Tue, 13 Oct 2020 23:03:00 GMT

    Read
  • Card image
    A more parameter-efficient SOTA bottleneck! (2020/07)

    Linear Bottleneck with Efficient Channel Attention instead of Squeeze Excitation CNN are great blablabla… Let’s get to the point. SOTA for image classification on Imagenet is EfficientNet with 88....

    Sat, 25 Jul 2020 19:40:43 GMT

    Read

    Sat, 25 Jul 2020 19:40:43 GMT

    Read
  • Card image
    Visuels de l’apprentissage des réseaux de neurones

    Modification des représentations internes d’un réseau de neurones en cours d’entrainement 1. Le formalisme de l’apprentissage automatique L’apprentissage automatique est la science regroupan...

    Wed, 03 Jun 2020 19:07:53 GMT

    Read

    Wed, 03 Jun 2020 19:07:53 GMT

    Read
  • Card image
    Construire un serveur de Deep Learning en 2020

    [UPDATE 2020/10/03: Prise en compte des nouveaux GPUs de Nvidia] L’intelligence artificielle, à travers l’apprentissage profond, est une discipline bien établie. Les algorithmes utilisés progr...

    Sat, 16 May 2020 12:43:19 GMT

    Read

    Sat, 16 May 2020 12:43:19 GMT

    Read