481.Arise New AI Model Helps Protect Biodiversity By Listening To Insects

  • The Biodiversity Buzz - protecting insect biodiversity through Data & AI
    Naturalis joins forces with Capgemini and AWS to launch the latest version of the Global Data Science Challenge for a sustainable future to identify insect species based on their sounds
    Client Challenge: The goal ofNaturalis and the Arise initiative is to fully understand and monitor biodiversity, with an initial focus on the Netherlands. One key piece in achieving this is the ability to understand and interpret acoustic data.

    Solution: Capgemini collaborated with Naturalis, the National Research Institute for Biodiversity based in the Netherlands, and with Amazon Web Services (AWS) to launch the latest edition of the Global Data Science Challenge (GDSC) and create a new AI model that can identify insects with ~92%* accuracy.


    “To this point, we’ve seen much less focus committed to protecting insects than other conservation efforts,” explains Elaine van Ommen Kloeke, Naturalis. “While all of these initiatives are important and worthy, it’s critical that we better understand the changes, either positive or negative, that various insect species have experienced in recent years. That starts with being able to effectively track and identify as many as possible.”

    Enter Arise, a collaboration between Naturalis, the Institute for Biodiversity and Ecosystem Dynamics at the University of Amsterdam, the Westerdijk Fungal Biodiversity Institute, and the University of Twente. This initiative aims to enable recognition of any naturally occurring species in any location based on DNA, sensor and AI technology. Furthermore, it will collect biodiversity information related to all species from across the Netherlands into one place by 2030, after which a vast amount of data will become readily available with only a click. In doing so, the project will make it far easier for conservationists to track insect populations.

    “We can’t always see or hear insects and there are so many species out there, so it’s quite difficult to monitor them,” says Dan Stowell, Naturalis. “And without knowing where those populations are and their numbers, they’re incredibly hard to protect. So, we’ve been using machine learning to identify insects based on audio recordings. However, it’s a work in progress. Automatic recognition of human speech took decades to become as good as it is, and for insects we need the accuracy of automatic identification to catch up as much as possible to make it ready for deployment.”

    Exploring different machine learning options
    With their expertise, available data, and AI knowledge, Naturalis was the perfect candidate for the 2023 Global Data Science Challenge (GDSC), a collaborative hackathon event hosted annually by Capgemini and powered by AWS machine learning (ML) services, such as Amazon Sagemaker, wherein every employee throughout the company is given the opportunity to develop and harness their data and AI expertise to solve a real-world issue.

    “As a global leader in data and AI, Capgemini has a responsibility to apply its expertise to real-world scenarios that can help create a more sustainable world and drive tangible benefits for our society,”said Niraj Parihar, CEO of the Insights & Data Global Business Line at Capgemini and Member of the Group Executive Committee. “Through our Global Data Science Challenge, we empower our team members to solve real world challenges of vital importance to us all. Insects play a central role in our ecosystem but are incredibly hard for humans to monitor. Listening to and identifying insect species is critical to preserving them.”

    Throughout the event, more than 1500 participants formed over 400 teams, after which they were given the resources to develop and test their own solutions. By learning from five hours of recordings of 66 different insect species, each team attempted to build an AI that can identify which species could be heard.

  • The AI solution was developed as part of Capgemini’s sixth Global Data Science Challenge for a sustainable future, an annual initiative whereby employees are given the opportunity to harness their data and AI expertise to solve a real-world issue. For this year’s challenge, teams from Capgemini collaborated with Naturalis—the National Research Institute for Biodiversity based in the Netherlands—f

    Read more at: https://www.bqprime.com/technology/capgeminis-new-ai-model-helps-protect-biodiversity-by-listening-to-insects

  • Recording of the September Townhall of ARISE! Experience the end to end workflow for image recognition, e.g. how many geese are in the field - From sensor to species ID. And how to get involved in the national challenge to get a DNA barcode for all 45k species in the Netherlands. We make this work through the great data infrastructure of ARISE, state of the art protocols and cool services anyone can use to measure biodiversity.

  • Our last update for 2021, closing an exiting year in which ARISE really started. Have a look to find out what we achieved over the apst few months and what we have in store for 2022.

  • Insects play a central role in our ecosystem but are incredibly hard for humans to monitor. Listening to and identifying insect species is critical to preserving them. This year we teamed up with Naturalis Biodiversity Center and Amazon Web Services for our 6th Global Data Science Challenge 'The Biodiversity Buzz' protecting insect ecosystems through Data and AI. Learn more now!
  • ARISE Townhall 23 September 2021
    It's time for the next ARISE Townhall (last one was 17 May!) to inform and open the discussion with our stakeholders, potential end-users, people with ideas... YOU!.

    What has ARISE been up to the past few months and how can you be a part of it's evolution?

    From June to September we've been busy getting ARISE operational, going Agile and taking the first steps to start building the core components. Join us to hear more!

    The program is as follows:
    * Introduction & ARISE strategy
    * Short presentations per Team
    * Open discussion & feedback

    The Townhall will be recorded and shared online.

  • For our next Energy & Nature webinar, we discussed the issue of bat mortality around onshore wind farms and focussed on the solutions to reduce the risk for the populations while ensuring energy supply coming from renewables, essential to tackle the climate crisis.

    Bats are already highly threatened in Europe and play a significant role in many ecosystems. Therefore, the additional impact of wind turbines can pose a real threat to certain species.  Yet little is known about this worldwide issue and the factors causing mortality across wind energy facilities.

    Fatalities are due to two main causes: direct collision with the wind turbine blades or barotrauma - fatal injuries that occur when a bat encounters sudden and extreme changes in atmospheric pressure near rotating blades.
    Thankfully, solutions exist, such as:

    • Proper planning and Environmental Impact Assessments run by ecologists in order to identify high-risk areas for bats and help ensure safer siting of wind farms;
    • Use of tools to calculate the optimal shutdown times for turbines during periods of high bat activity on operating wind farms;
    • Improve practices through collaborations between all key stakeholders and share knowledge to replicate actions.

    Want to learn more about the topic and the good practices out there? Watch the recording of our webinar!

    The experts were:

    • Herman Limpens, Senior scientist at the Dutch Mammal Society. He opened the webinar by exposing the issue of bat mortality around onshore wind farms in Europe and presented their collaborative work with the Dutch wind industry and authorities.
    • Élise Drouet, Ecological engineer at H2air, French wind developer. Élise presented the work of H2air to protect bats in case of identified risk and what are the physical and regulatory challenges to implement solutions as a wind developer.
    • Dr. Simon Ghanem, environmental consultant at KS Umweltgutachten GmbH and KJM Conseil (French branch), introduced Probat – a freely available tool used in Germany on operating wind farms that calculates turbine specific shutdowns for a bat-friendly operation of the turbines.

    Following presentations by each of the speakers, we had a 30-minute Q&A and open discussion round.

    For more information or in case of questions, please get in touch with Manon Quetstroey.

    Webinar presentations

    Élise Drouet – Ecological Engineer, H2air


    Dr Simon Ghanem – Consultant, KS Umweltgutachten GmbH


    Manon Quetstroey – Manager, Energy & Nature, RGI

    Herman Limpens – Senior scientist, Dutch Mammal Society


    Manon Quetstroey
    Manager - Energy and Nature
    Load more

    t: +49 30 2332 11034

    Funded by the European Union. Views and opinions expressed are however those of the author only and do not necessarily reflect those of the EU or LIFE Programme. Neither the EU nor the granting authority can be held responsible for them.

    proefschri� is na de promo�e openbaar als PFD beschikbaar via de `Radboud repository’
    Dit proefschri� is �jdelijk reeds beschikbaar via deze link:
  • Publicado el 03 de octubre de 2023 a las 08:14 AM por ahospers ahospers


    No hay comentarios aún.

    Añade un comentario

    Entra o Regístrate para añadir comentarios