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<!DOCTYPE HTML>
<!--
Zheng Wang, PH.D
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<html>
<head>
<title>Will Zheng WANG, PH.D.</title>
<meta charset="utf-8" />
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<body class="is-preload">
<!-- Nav -->
<nav id="nav">
<ul class="collapse navbar-collapse">
<li><a href="#top">Top</a></li>
<li><a href="#research">Research</a></li>
<li><a href="#projects">Projects</a></li>
<li><a href="#publications">Publications</a></li>
<li><a href="#contact">Contact</a></li>
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<article id="top" class="wrapper style1">
<div class="container">
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<div class="col-4 col-5-large col-12-medium">
<span class="image fit"><img src="images/zwang.jpg" align="aln-center" alt="" /></span>
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<div class="col-8 col-7-large col-12-medium">
<header>
<h1><strong> Will (Zheng) Wang, PhD</strong></h1>
</header>
<p> As a Senior Data Scientist and Machine Learning Engineer, I leverage deep learning and modeling techniques alongside InSAR and remote sensing imagery to measure millimeter displacements in the Earth's surface. My expertise extends to comprehending the 3D geometry and data fusion of various sensors, including radar, LiDAR, and cameras. </p>
<h3>Education</h3>
<p class="large" style="text-align:left;">
• 2015 - 2019   Ph.D. in Earth Observation, Newcastle University, UK
(<i><a href="https://www.rspsoc.org.uk/images/awards/RSPSoc_PhD_Award_Past_Recipients.pdf">The Best Doctoral Thesis Award</a> awarded by the UK's Remote Sensing and Photogrammetry Society).</i><br>
• 2012 - 2015   MEng. in Photogrammetry and Computer Vision, Wuhan University, China<br />
• 2008 - 2012   BEng. in Remote Sensing, Wuhan University, China<br />
</p>
<!--- <a href="#research" class="button large scrolly">Learn about what I do</a> --->
</div>
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</div>
</article>
<!-- Research -->
<article id="research" class="wrapper style2">
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<header>
<h2>Here are my research interests</h2>
</header>
<div class="row aln-center">
<div class="col-6 col-6-medium col-12-small">
<section class="box style1">
<a href="./project_srd_insar.html#srd_insar"><img src="images/cnn.png" class="img-thumbnail" alt="model_architecture.png" width="300" height="300"></a>
<h3><a href="./project_srd_insar.html#srd_insar">Deep Learning </a></h3>
<p>Lead the full cycle of deep learning projects.</p>
</section>
</div>
<div class="col-6 col-6-medium col-12-small">
<section class="box style1">
<a href="https://3vgeomatics.com/solutions/what-is-insar/"><img src="images/research-s1.jpg" class="img-thumbnail" alt="research-s1.jpg" width="300" height="300"></a>
<h3><a href="https://3vgeomatics.com/solutions/what-is-insar/">Satellite-based InSAR </a> </h3>
<p>Monitoring millimetre displacements of the Earth's surface.</p>
</section>
</div>
<div class="col-6 col-6-medium col-12-small">
<section class="box style1">
<a href="./project_GRInS.html#GRInS"><img src="images/research-gbinsar.jpg" class="img-thumbnail" alt="FastGBSAR-GPRI.jpg" width="300" height="300"></a>
<h3><a href="./project_GRInS.html#GRInS">Ground-based InSAR</a></h3>
<p>Real-time sub-mm deformation monitoring and early warning.</p>
</section>
</div>
<div class="col-6 col-6-medium col-12-small">
<section class="box style1">
<a href="./project_lens_calibration.html#calibration"><img src="images/research-photogrammetry.jpg" class="img-thumbnail" alt="research-photogrammetry.jpg" width="300" height="300"></a>
<h3><a href="./project_lens_calibration.html#calibration">Photogrammetric Vision</a></h3>
<p>3D modelling and positioning with optical photos.</p>
</section>
</div>
</div>
<footer>
<p>Are you interested in knowing more about my work?</p>
<a href="#projects" class="button large scrolly">See my previous projects</a>
</footer>
</div>
</article>
<!-- Projects -->
<article id="projects" class="wrapper style3">
<div class="container">
<header>
<h2>Here are some of my previous projects</h2>
</header>
<div class="row">
<div class="col-4 col-6-medium col-12-small">
<article class="box style2">
<a href="./project_srd_insar.html#srd_insar" class="image featured"><img src="images/model_architecture.png" alt="" width="300" height="280"/></a>
<h3><a href="./project_srd_insar.html#srd_insar">Self-supervised Learning </a></h3>
<p>An innovative random masked autoencoder for InSAR image denoising.</p>
</article>
</div>
<div class="col-4 col-6-medium col-12-small">
<article class="box style2">
<a href="./project_water_mapping.html#water_mapping" class="image featured"><img src="images/water_mapping.png" alt="" width="300" height="280"/></a>
<h3><a href="./project_water_mapping.html#water_mapping">Water Mapping</a></h3>
<p>A GEE app for mapping waterbodies or floods anywhere in the world.</p>
</article>
</div>
<div class="col-4 col-6-medium col-12-small">
<article class="box style2">
<a href="./project_aimap.html#aimap" class="image featured"><img src="images/aimap_cover.png" alt="" width="300" height="280"/></a>
<h3><a href="./project_aimap.html#aimap">Permafrost Monitoring</a></h3>
<p>Automated InSAR Monitoring of Arctic Permafrost.</p>
</article>
</div>
<div class="col-4 col-6-medium col-12-small">
<article class="box style2">
<a href="./project_GRInS.html#GRInS" class="image featured"><img src="images/project_grins.png" alt="" width="300" height="280"/></a>
<h3><a href="./project_GRInS.html#GRInS">GRInS</a></h3>
<p>Independent development of the Ground-based InSAR Software.</p>
</article>
</div>
<div class="col-4 col-6-medium col-12-small">
<article class="box style2">
<a href="./project_lens_calibration.html#calibration" class="image featured"><img src="images/project_calib.png" alt="" width="300" height="280"/></a>
<h3><a href="./project_lens_calibration.html#calibration">Zoom-lens Calibration</a></h3>
<p>Close-Range Photogrammetry and LiDAR Point Cloud Rendering.</p>
</article>
</div>
</div>
<footer>
<p>Are you interested in knowing more about my work?</p>
<a href="#contact" class="button large scrolly">Get in touch with me</a>
</footer>
</div>
</article>
<!-- Publications -->
<article id="publications" class="wrapper style5">
<div class="container">
<header>
<h2>Publications</h2>
</header>
<div class="container" align="left">
<ol>
<li>
Zhou Z., Sun, X., Yang, F., <b>Wang, Z.</b>, Goldsbury, R. and Cheng, I., 2024. GANInSAR: Deep Generative Modeling for Large-Scale InSAR Signal Simulation.
<i><b>IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing</b></i>, DOI: 10.1109/JSTARS.2024.3361444.
</li>
<li>
Vijay Kumar, S., Sun, X., <b>Wang, Z.</b>, Goldsbury, R. and Cheng, I., 2023. A U-Net Approach for InSAR Phase Unwrapping and Denoising.
<i><b>Remote Sensing</b></i>, 15(21), p.5081.
</li>
<li>
Sun, X., <b>Wang, Z*.</b>, Goldsbury, R., Cheng, I., 2023. Self-supervised Residual Distribution Learning for InSAR Phase Filtering and Coherence Estimation.
<i><b>IEEE IGARSS 2023</b></i>.
</li>
<li>
Islam, M.S., Sun, X., <b>Wang, Z.</b> and Cheng, I., 2022. FAPNET: Feature Fusion with Adaptive Patch for Flood-Water Detection and Monitoring.
<i><b>Sensors</b></i>, 22(21), p.8245.
</li>
<li>
Dai, K., Li, Z., Xu, Q., Burgmann R., Milledge D., Tomas R., Fan X., Zhao C., Liu X., Peng J., Zhang Q., <b>Wang Z.</b>, Qu, T., He, C., Li, D., Liu, J., 2020. Entering the era of earth observation-based landslide warning systems: a novel and exciting framework.
<i><b>IEEE Geoscience and Remote Sensing Magazine</b></i>, 2020 Feb 11;8(1):136-53. (Q1, IF: 7.740)
</li>
<li>
<b>Wang, Z.</b>, Li, Z., Mills, J., 2019. Modelling of instrument repositioning errors in discontinuous Multi-Campaign Ground-Based SAR (MC-GBSAR) deformation monitoring.
<i><b>ISPRS Journal of Photogrammetry and Remote Sensing</b></i>, 157, pp.26-40. (Q1 Top, IF: 7.319)
</li>
<li>
<b>Wang, Z.</b>, Li, Z., Liu, Y., Peng, J., Long, S., Mills, J., 2019. A New Processing Chain for Real-Time Ground-Based SAR (RT-GBSAR) Deformation Monitoring.
<i><b>Remote Sensing</b></i>, 11(20), 2437. (Q2, IF: 4.509)
</li>
<li>
<b>Wang, Z.</b>, Li, Z., Mills, J., 2018. A new approach to selecting coherent pixels for ground-based SAR deformation monitoring.
<i><b>ISPRS Journal of Photogrammetry and Remote Sensing</b></i>, 144, 412-422. (Q1 Top, IF: 7.319)
</li>
<li>
<b>Wang, Z.</b>, Li, Z., Mills, J., 2018. A new nonlocal method for ground-based synthetic aperture radar deformation monitoring.
<i><b>IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing</b></i>, (99), pp.1-13. (Q1, IF: 3.827)
</li>
<li>
<b>Wang, Z.</b>, Mills, J., Xiao, W., Huang, R., Zheng, S., Li, Z., 2017. A Flexible, Generic Photogrammetric Approach to Zoom Lens Calibration.
<i><b>Remote Sensing</b></i>, 9(3), 244. (Q2, IF: 4.509)
</li>
<li>
Dhonju, H.K., Xiao, W., Sarhosis, V., Mills, J.P., Wilkinson, S., <b>Wang, Z.</b>, Thapa, L. and Panday, U.S., 2017. Feasibility study of low-cost image-based heritage documentation in Nepal.
<i>In <b>the International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences</b></i>, Vol. 42, pp. 237-242. Copernicus Publications.
</li>
<li>
Zheng, S., <b>Wang, Z.</b>, Huang, R., 2015. Zoom lens calibration with zoom-and focus-related intrinsic parameters applied to bundle adjustment.
<i><b>ISPRS Journal of Photogrammetry and Remote Sensing</b></i>, 102, pp.62-72. (Q1 Top, IF: 5.850)
</li>
</ol>
</div>
<footer>
<p>Are you interested in knowing more about my work? </p>
<a href="#contact" class="button large scrolly">Get in touch with me</a>
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</article>
<!-- Contact -->
<article id="contact" class="wrapper style4">
<div class="container">
<header>
<h2>Contact me</h2>
</header>
<header style="color:white;">
<p> <br> Will (Zheng) Wang, PhD <br> <br> </p>
<p> Senior Data Scientist / Machine Learning Engineer <br> <br> </p>
<p> Catalyst Earth, Markham, On, Canada <br> <br> </p>
<p> Resume: <a href=https://github.com/willzhengwang/homepage/raw/main/files/will_geoai_resume_202401.pdf>GeoAI</a>,
<a href=https://github.com/willzhengwang/homepage/raw/main/files/will_auto_resume_202401.pdf>Autonomous AI </a> <br> <br> </p>
<p> Email: <a href=mailto:zhengwang615@outlook.com>zhengwang615@outlook.com</a> <br> <br> </p>
<p> LinkedIn: <a href="https://www.linkedin.com/in/will-zwang/">https://www.linkedin.com/in/will-zwang/ </a><br> <br> </p>
<p> Website: <a href="https://willzhengwang.github.io/homepage/">https://willzhengwang.github.io/homepage/ </a> <br> </p>
<h3> <br /> I look forward to hearing from you. <br /></h3>
</header>
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<li>© 2024 Will (Zheng) Wang. All rights reserved.</li><li>Design: <a href="http://html5up.net">HTML5 UP</a></li>
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