.font90[Global-Scale Mining Land Use Monitoring]

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.title[
# .font90[<strong>Global-Scale Mining Land Use Monitoring</strong>]
]
.author[
### <br>Dr Victor Maus
]
.institute[
### .font70[Institute for Ecological Economics<br> <span style="display:block; margin-top:-10px;">Vienna University of Economics and Business</span><br> <span style="display:block; margin-top:-44px;"><a href="mailto:victor.maus@wu.ac.at" class="email">victor.maus@wu.ac.at</a></span><br> <span style='display:block; margin-top:-45px;'><a href='https://www.victor-maus.com'>www.victor-maus.com</a><br>]</span>
]
.date[
### .lut-illustration[].wu-logo-mtg[].copyright-bottom-right.font60[OECD Forum on Responsible Mineral Supply Chains, Paris, May 22<sup>nd</sup>, 2024]
]

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.pull-left[
<img src="./img/maus2024-nature.png" width="90%" />
<img src="./img/gap_grid_map.png" width="90%" />
]

.footnote-left[Source: [Maus & Werner, 2024](http://doi.org/10.1038/d41586-023-04090-3)]

.pull-right[
<img src="https://media.nature.com/lw767/magazine-assets/d41586-023-04090-3/d41586-023-04090-3_26550018.png?as=webp" width="85%" />
]

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background-image: url(https://www.esa.int/var/esa/storage/images/applications/observing_the_earth/copernicus/sentinel-2/19729272-10-eng-GB/Sentinel-2_pillars.jpg)
background-size: cover

# .font-light.font90[Due Diligence Needs Systematically Produced Data]

.cc-bottom-left.font-light[Image: © <a href="https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-2">European Space Agency (ESA)</a>]

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background-image: url(./img/global-mining-map.png)
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# .font-light[Global Mining Land Use]

.footnote-right[.font-light.font120[[Maus et al. (2020, 2022) Nature Sci. Data](http://doi.org/10.1038/s41597-022-01547-4) Figure: [FINEPRINT Viewer](https://www.fineprint.global/viewer)]]

.left-column.pl1.mt0.font120.left.bottom.font-light[
<br><br><br><br><br><br><br>
**45,000 Polygons**

**100,000 km²**

]

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<img src="https://www.victor-maus.com/assets/talks/img/mine-time-tag.png" height="550"/>

## How to keep track of existing mines and new ones?

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## AI Algorithms Excel at Detecting Regular Patterns
.pull-left.center[
<div class="copyright-container">
  <img src="https://www.victor-maus.com/assets/talks/img/dog-by-Tiina-Hayha-CC-BY-SA-4-0.jpg" height="500"/>
  <div class="copyright-bottom-left2">Photo by Tiina Häyhä <a href='https://creativecommons.org/licenses/by-sa/4.0'>CC BY-SA 4.0 license</a></div>
</div>
]

.pull-right.center[
<div class="copyright-container">
  <img src="https://www.victor-maus.com/assets/talks/img/carajas-mine-satellite-dog.png" height="500"/>
  <div class="copyright-bottom-left2">Screenshots of <a href="https://goo.gl/maps/xDkqyGdMAn8ZJTZJ7">Google Maps</a></div>
</div>
]

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# Semantic Segmentation Using AI

.center[
<img src="./img/segment-anything.png" width="90%" />
]

.footnote-left[Source: Jasansky & Maus (Ongoing)]

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# Thank you!
.lut-illustration-large[].wu-logo-mtg[].copyright-bottom-right.font60[OECD Forum on Responsible Mineral Supply Chains, Paris, May 22<sup>th</sup>, 2024]

.pull-left.left[
Dr Victor Maus<br>.font90[Institute for Ecological Economics<br>Vienna University of Economics and Business]<br>.font90[victor.maus@wu.ac.at]<br>.font90[<a href='https://vwmaus.github.io'>vwmaus.github.io</a>]<br>
<img src="./../img/qrcode_www.victor-maus.com.png" height="190"/>
]