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Geospatial Data Science

  1. 2024
  2. E-pub ahead of print

    Tracking hourly PM2.5 using geostationary satellite sensor images and multiscale spatiotemporal deep learning

    Wang, Z., Zhang, C., Ye, S., Lu, R., Shangguan, Y., Zhou, T., Atkinson, P. M. & Shi, Z., 30/11/2024, In: International Journal of Applied Earth Observation and Geoinformation. 134, 104145.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  3. Published

    The Geographical Analysis of Megacities Through Changes in Their Individual Urban Objects

    Fan, X., Blackburn, G. A., Whyatt, J. D. & Atkinson, P. M., 31/07/2024, In: Geographical Analysis. 56, 3, p. 451-470 20 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  4. Published

    Downscaling satellite night-time light imagery while addressing the blooming effect

    Tziokas, N., Zhang, C., Tziokas, A., Wang, Q. & Atkinson, P., 16/07/2024, In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 17, p. 13678-13693 15 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  5. Published

    Object-Based Semi-Supervised Spatial Attention Residual UNet for Urban High-Resolution Remote Sensing Image Classification

    Lu, Y., Li, H., Zhang, C. & Zhang, S., 18/04/2024, In: Remote Sensing. 16, 8, 1444.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  6. Published

    Spatial-Pooling-Based Graph Attention U-Net for Hyperspectral Image Classification

    Diao, Q., Dai, Y., Wang, J., Feng, X., Pan, F., Zhang, C. & Melgani, F. (Editor), 7/03/2024, In: Remote Sensing. 16, 6, 937.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  7. 2023
  8. Published

    Spatio-temporal multi-level attention crop mapping method using time-series SAR imagery

    Han, Z., Zhang, C., Gao, L., Zeng, Z., Zhang, B. & Atkinson, P. M., 31/12/2023, In: ISPRS Journal of Photogrammetry and Remote Sensing. 206, p. 293-310 18 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  9. Published

    Monitoring of Supraglacial Lake Distribution and Full-Year Changes Using Multisource Time-Series Satellite Imagery

    Zhu, D., Zhou, C., Zhu, Y., Wang, T. & Zhang, C., 14/12/2023, In: Remote Sensing. 15, 24, 5726.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  10. Published

    Mapping intertidal topographic changes in a highly turbid estuary using dense Sentinel-2 time series with deep learning

    Chen, C., Zhang, C., Tian, B., Wu, W. & Zhou, Y., 30/11/2023, In: ISPRS Journal of Photogrammetry and Remote Sensing. 205, p. 1-16 16 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  11. Published

    Aircraft Detection from Low SCNR SAR Imagery Using Coherent Scattering Enhancement and Fused Attention Pyramid

    Zhang, X., Hu, D., Li, S., Luo, Y., Li, J. & Zhang, C., 12/09/2023, In: Remote Sensing. 15, 18, 4480.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  12. E-pub ahead of print

    Characterising the ice sheet surface in North East Greenland using Sentinel-1 SAR data

    Shu, Q., Killick, R., Leeson, A., Nemeth, C., Fettweis, X., Hogg, A. & Leslie, D., 31/08/2023, (E-pub ahead of print) In: Journal of Glaciology. 12 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  13. Published

    Using satellite data to assess spatial drivers of bird diversity

    Hunt, M. L., Blackburn, G. A., Siriwardena, G. M., Carrasco, L. & Rowland, C. S., 31/08/2023, In: Remote Sensing in Ecology and Conservation. 9, 4, p. 483-500 28 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  14. Published

    The effect of partial dissolution on sea-ice chemical transport: a combined model–observational study using poly- and perfluoroalkylated substances (PFASs)

    Thomas, M., Cate, B., Garnett, J., Smith, I. J., Vancoppenolle, M. & Halsall, C., 8/08/2023, In: Cryosphere. 17, 8, p. 3193-3201 9 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  15. Published

    Going Solo: Students' Strategies for Coping with an Independent GIS Project

    Whyatt, D., Davies, G. & Clark, G., 27/05/2023, In: Journal of Geography in Higher Education. 47, 3, p. 381-398 18 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  16. Published

    An Improved eXplainable Point Cloud Classifier (XPCC)

    Arnold, N., Angelov, P. & Atkinson, P., 1/02/2023, In: IEEE Transactions on Artificial Intelligence. 4, 1, p. 71-80 10 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  17. 2022
  18. Published

    Detecting and reducing heterogeneity of error in acoustic classification

    Metcalf, O. C., Barlow, J., Bas, Y., Berenguer, E., Devenish, C., França, F., Marsden, S., Smith, C. & Lees, A. C., 30/11/2022, In: Methods in Ecology and Evolution. 13, 11, p. 2559-2571 13 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  19. Published

    Application of UAV-Based Photogrammetry Wthout Ground Control Points in Quantifying Intertidal Mudflat Morphodynamics

    Chen, C., Zhang, C., Wu, W., Jiang, W., Tian, B. & Zhou, Y., 28/09/2022, IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium. IEEE, p. 7767-7770 4 p. (IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNConference contribution/Paperpeer-review

  20. Published

    Increasing Accumulation of Perfluorocarboxylate Contaminants Revealed in an Antarctic Firn Core (1958–2017)

    Garnett, J., Halsall, C., Winton, H., Joerss, H., Mulvaney, R., Ebinghaus, R., Frey, M., Jones, A., Leeson, A. & Wynn, P., 16/08/2022, In: Environmental Science and Technology. 56, 16, p. 11246–11255 10 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  21. Published

    Linking land-use and land-cover transitions to their ecological impact in the Amazon

    Nunes, C. A., Berenguer, E., França, F., Ferreira, J., Lees, A. C., Louzada, J., Sayer, E. J., Solar, R., Smith, C. C., Aragão, L. E. O. C., Braga, D. L., de Camargo, P. B., Cerri, C. E. P., de Oliveira R.C., J., Durigan, M., Moura, N., Oliveira, V. H. F., Ribas, C., Vaz-de-Mello, F. & Vieira, I. & 2 others, Zanetti, R. & Barlow, J., 5/07/2022, In: Proceedings of the National Academy of Sciences of the United States of America. 119, 27, 9 p., e2202310119.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  22. Published

    Deriving shorelines from SAR images to assess coastal vulnerability in data poor regions.

    Dike, E., 20/06/2022, Lancaster University. 148 p.

    Research output: ThesisDoctoral Thesis

  23. Published

    A Semi-Supervised Deep Rule-Based Approach for Complex Satellite Sensor Image Analysis

    Gu, X., Angelov, P., Zhang, C. & Atkinson, P., 31/05/2022, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 44, 5, p. 2281-2292 12 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  24. Published

    Quantifying Post-Fire Changes in the Aboveground Biomass of an Amazonian Forest Based on Field and Remote Sensing Data

    Pontes-Lopes, A., Dalagnol, R., Dutra, A. C., de Jesus Silva, C. V., de Alencastro Graça, P. M. L. & de Oliveira e Cruz de Aragão, L. E., 23/03/2022, In: Remote Sensing. 14, 7, 20 p., e1545.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  25. Published

    Comparing contemporary and lifetime rates of carbon accumulation from secondary forests in the eastern Amazon

    Elias, F., Ferreira, J., Resende, A., De Berenguer Cesar, E., Franca, F., Smith, C. C., Schwartz, G., Nascimento, R., Guedes, M., Rossi, L., Seixas, M., da Silva, C. & Barlow, J., 15/03/2022, In: Forest Ecology and Management. 508, 8 p., 120053.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  26. Published

    A taxonomic-based joint species distribution model for presence-only data

    Escamilla Molgora, J. M., Sedda, L., Diggle, P. J. & Atkinson, P. M., 28/02/2022, In: Journal of The Royal Society Interface. 19, 187, 16 p., 20210681.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  27. Published

    MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images

    Li, R., Duan, C., Zheng, S., Zhang, C. & Atkinson, P., 31/01/2022, In: IEEE Geoscience and Remote Sensing Letters. 19, 1, 5 p., 8007205.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  28. Published

    Multi-stage Attention ResU-Net for Semantic Segmentation of Fine-Resolution Remote Sensing Images

    Li, R., Zheng, S., Duan, C., Su, J. & Zhang, C., 1/01/2022, In: IEEE Geoscience and Remote Sensing Letters. 19, 8009205.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  29. Published

    Using big data to understand carbon recovery and habitat availability in the Amazon biome

    Smith, C. C., 2022, Lancaster University. 192 p.

    Research output: ThesisDoctoral Thesis

  30. 2021
  31. Published

    Chapter 19: Drivers and ecological impacts of deforestation and forest degradation

    Berenguer, E., Armenteras, D., Lees, A. C., Smith, C. C., Fearnside, P., Nascimento, N., Alencar, A., Almeida, C., Aragão, L. E. O., Barlow, J., Bilbao, B., Brando, P. M., Bynoe, P., Finer, M., Flores, B. M., Jenkins, C. N., Silva Junior, C. H. L., Souza, C. & García-Villacorta, R., 12/11/2021, Amazon Assessment Report 2021. New York: UN Sustainable Development Solutions Network (SDSN), 43 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)peer-review

  32. Published

    Object-Based Area-to-Point Regression Kriging for Pansharpening

    Zhang, Y., Atkinson, P. M., Ling, F., Foody, G. M., Wang, Q., Ge, Y., Li, X. & Du, Y., 31/10/2021, In: IEEE Transactions on Geoscience and Remote Sensing. 59, 10, p. 8599-8614 16 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  33. Published

    The triggers of the disaggregation of Voyeykov Ice Shelf (2007), Wilkes Land, East Antarctica, and its subsequent evolution

    Arthur, J. F., Stokes, C. R., Jamieson, S. S. R., Miles, B. W. J., Carr, J. R. & Leeson, A. A., 31/10/2021, In: Journal of Glaciology. 67, 265, p. 933-951 19 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  34. Published

    Spatial-Spectral Radial Basis Function-Based Interpolation for Landsat ETM+ SLC-Off Image Gap Filling

    Wang, Q., Wang, L., Li, Z., Tong, X. & Atkinson, P. M., 30/09/2021, In: IEEE Transactions on Geoscience and Remote Sensing. 59, 9, p. 7901-7917 17 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  35. Published

    Tracking small-scale tropical forest disturbances: Fusing the Landsat and Sentinel-2 data record

    Zhang, Y., Ling, F., Wang, X., Foody, G. M., Boyd, D. S., Li, X., Du, Y. & Atkinson, P. M., 31/08/2021, In: Remote Sensing of Environment. 261, 17 p., 112470.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  36. Published

    High Concentrations of Perfluoroalkyl Acids in Arctic Seawater Driven by Early Thawing Sea Ice

    Garnett, J., Halsall, C., Vader, A., Joerss, H., Ebinghaus, R., Leeson, A. & Wynn, P. M., 17/08/2021, In: Environmental Science and Technology. 55, 16, p. 11049-11059 11 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  37. Published

    Old-growth forest loss and secondary forest recovery across Amazonian countries

    Smith, C. C., Healey, J. R., De Berenguer Cesar, E., Young, P., Taylor, B., Elias, F., Espirito-Santo, F. & Barlow, J., 4/08/2021, In: Environmental Research Letters. 16, 8, 14 p., 085009.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  38. Published

    Ground-mounted photovoltaic solar parks promote land surface cool islands in arid ecosystems

    Li, G., Hernandez, R. R., Blackburn, A., Davies, G., Hunt, M., Whyatt, D. & Armstrong, A., 1/08/2021, In: Renewable and Sustainable Energy Transition. 1, 11 p., 100008.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  39. Published

    Altimetry for the future: Building on 25 years of progress

    International Altimetry Team, 31/07/2021, In: Advances in Space Research. 68, 2, p. 319-363 45 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  40. Published

    Geospatial modelling of tropical cyclone risk along the northeast coast of Oman: Marine hazard mitigation and management policies

    Mansour, S., Darby, S., Leyland, J. & Atkinson, P. M., 31/07/2021, In: Marine Policy. 129, 16 p., 104544.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  41. Published

    Investigating the uptake and fate of poly- and perfluoroalkylated substances (PFAS) in sea ice using an experimental sea ice chamber

    Garnett, J., Halsall, C., Leeson, A. & Wynn, P., 31/07/2021, In: Environmental Science and Technology. 55, 14, p. 9601-9608 8 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  42. Published

    Opportunities to enhance pollinator biodiversity in solar parks

    Blaydes, H., Potts, S. G., Whyatt, D. & Armstrong, A., 31/07/2021, In: Renewable and Sustainable Energy Reviews. 145, 20 p., 111065.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  43. Published

    Tracking the impacts of El Niño drought and fire in human-modified Amazonian forests

    Berenguer, E., Lennox, G. D., Ferreira, J., Malhi, Y., Aragão, L. E. O. C., Barreto, J. R., Del Bon Espírito-Santo, F., Figueiredo, A. E. S., França, F., Gardner, T. A., Joly, C. A., Palmeira, A. F., Quesada, C. A., Rossi, L. C., de Seixas, M. M. M., Smith, C. C., Withey, K. & Barlow, J., 27/07/2021, In: Proceedings of the National Academy of Sciences of the United States of America. 118, 30, 8 p., e2019377118.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  44. Published

    Extending the record of Antarctic ice shelf thickness change, from 1992 to 2017

    Hogg, A. E., Gilbert, L., Shepherd, A., Muir, A. S. & McMillan, M., 15/07/2021, In: Advances in Space Research. 68, 2, p. 724-731 8 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  45. Published

    Counting the cost of the Niger Delta's largest oil spills: Satellite remote sensing reveals extensive environmental damage with >1million people in the impact zone

    Obida, C. B., Blackburn, G. A., Whyatt, J. D. & Semple, K. T., 25/06/2021, In: Science of the Total Environment. 775, 11 p., 145854.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  46. Published

    Spatio-temporal spectral unmixing of time-series images

    Wang, Q., Ding, X., Tong, X. & Atkinson, P. M., 15/06/2021, In: Remote Sensing of Environment. 259, 22 p., 112407.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  47. Published

    Chronic kidney disease of uncertain aetiology and its relation with waterborne environmental toxins: An investigation via compositional balances

    McKinley, J. M., Mueller, U., Atkinson, P. M., Ofterdinger, U., Cox, S. F., Doherty, R., Fogarty, D. & Egozcue, J. J., 2/06/2021, Advances in Compositional Data Analysis - Festschrift in Honour of Vera Pawlowsky-Glahn. Filzmoser, P., Hron, K., Martin-Fernandez, J. A. & Palarea-Albaladejo, J. (eds.). Cham: Springer, p. 285-302 18 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSNChapter (peer-reviewed)peer-review

  48. Published

    Evaluating the ability of numerical models to capture important shifts in environmental time series: A fuzzy change point approach

    Hollaway, M. J., Henrys, P. A., Killick, R., Leeson, A. & Watkins, J., 31/05/2021, In: Environmental Modelling and Software. 139, 10 p., 104993.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  49. Published

    Automatic Extraction and Labelling of Memorial Objects From 3D Point Clouds

    Arnold, N., Angelov, P., Viney, T. & Atkinson, P., 23/04/2021, In: Journal of Computer Applications in Archaeology. 4, 1, p. 79-93 15 p.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  50. Published

    Uncertainty in East Antarctic firn thickness constrained using a model ensemble approach

    Verjans, V., Leeson, A., McMillan, M., Stevens, M., van Wessem, J. M., van de Berg, W. J., van den Broeke, M., Kittel, C., Amory, C., Fettweis, X., Hansen, N., Boberg, F. & Mottram, R., 16/04/2021, In: Geophysical Research Letters. 48, 7, e2020GL092060.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  51. Published

    Blocks-removed spatial unmixing for downscaling MODIS images

    Wang, Q., Peng, K., Tang, Y., Tong, X. & Atkinson, P. M., 1/04/2021, In: Remote Sensing of Environment. 256, 17 p., 112325.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  52. Published

    Ensembles of multiple spectral water indices for improving surface water classification

    Wen, Z., Zhang, C., Shao, G., Wu, S. & Atkinson, P., 1/04/2021, In: International Journal of Applied Earth Observation and Geoinformation. 96, 13 p., 102278.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  53. Published

    An improved index for urban population distribution mapping based on nighttime lights (DMSP-OLS) data: An experiment in Riyadh province, Saudi Arabia

    Alahmadi, M., Mansour, S., Martin, D. & Atkinson, P., 19/03/2021, In: Remote Sensing. 13, 6, 23 p., 1171.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

  54. Published

    Development and application of a model for calculating the risk of stem and root lodging in maize

    Berry, P. M., Baker, C. J., Hatley, D., Dong, R., Wang, X., Blackburn, G. A., Miao, Y., Sterling, M. & Whyatt, J. D., 1/03/2021, In: Field Crops Research. 262, 11 p., 108037.

    Research output: Contribution to Journal/MagazineJournal articlepeer-review

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