Institutionen der Universität Bayreuth
Juniorprofessur Geoinformatik - Spatial Big Data

Schmitz, Oliver ; de Hoogh, Kees ; Probst-Hensch, Nicole ; Jeong, Ayoung ; Flückiger, Benjamin ; Lu, Meng ; Ndiaye, Aisha ; Vienneau, Danielle ; Hoek, Gerard ; Kyriakou, Kalliopi ; Vermeulen, Roel C. H. ; Karssenberg, Derek:
A computational framework for agent-based assessment of multiple environmental exposures.
In: Journal of Exposure Science & Environmental Epidemiology. (2 August 2025) .
DOI: https://doi.org/10.1038/s41370-025-00799-7

Ndiaye, Aisha ; Vienneau, Danielle ; Flückiger, Benjamin ; Probst-Hensch, Nicole ; Jeong, Ayoung ; Imboden, Medea ; Schmitz, Oliver ; Lu, Meng ; Vermeulen, Roel ; Kyriakou, Kalliopi ; Shen, Youchen ; Karssenberg, Derek ; de Hoogh, Kees ; Hoek, Gerard:
Associations between long-term air pollution exposure and mortality and cardiovascular morbidity : A comparison of mobility-integrated and residential-only exposure assessment.
In: Environment International. Bd. 198 (2025) . - 109387.
DOI: https://doi.org/10.1016/j.envint.2025.109387

Boersma, Foeke ; Lu, Meng:
A close look at using national ground stations for the statistical modeling of NO2.
In: Geoscientific Model Development. Bd. 18 (2025) Heft 19 . - S. 6717-6735.
DOI: https://doi.org/10.15495/EPub_UBT_00008609

Lu, Meng ; Cavieres, Joaquin ; Moraga, Paula:
A Comparison of Spatial and Nonspatial Methods in Statistical Modeling of NO₂ : Prediction Accuracy, Uncertainty Quantification, and Model Interpretation.
In: Geographical Analysis. Bd. 55 (2023) Heft 4 . - S. 703-727.
DOI: https://doi.org/10.1111/gean.12356

Ntarladima, Anna-Maria ; Karssenberg, Derek ; Vaartjes, Ilonca ; Grobbee, Diederick E ; Schmitz, Oliver ; Lu, Meng ; Boer, Jolanda ; Koppelman, Gerard ; Vonk, Judith ; Vermeulen, Roel:
A comparison of associations with childhood lung function between air pollution exposure assessment methods with and without accounting for time-activity patterns.
In: Environmental Research Letters. Bd. 202 (2021) . - 111710.
DOI: https://doi.org/10.1016/j.envres.2021.111710

Poelman, Maartje P. ; Nicolaou, Mary ; Dijkstra, S. Coosje ; Mackenbach, Joreintje D. ; Lu, Meng ; Karssenberg, Derek ; Snijder, Marieke B. ; Vaartjes, Ilonca ; Stronks, Karien:
Does the neighbourhood food environment contribute to ethnic differences in diet quality? Results from the HELIUS study in Amsterdam, the Netherlands.
In: Public Health Nutrition. Bd. 24 (2021) Heft 15 . - S. 5101-5112.
DOI: https://doi.org/10.1017/S1368980021001919

Lu, Meng ; Dai, Ruoying ; de Boer, Cjestmir ; Schmitz, Oliver ; Kooter, Ingeborg ; Cristescu, Simona ; Karssenberg, Derek:
External validation for statistical NO₂ modelling : A study case using a high-end mobile sensing instrument.
In: Atmospheric Pollution Research. Bd. 12 (2021) Heft 11 . - 101205.
DOI: https://doi.org/10.1016/j.apr.2021.101205

Lu, Meng ; Schmitz, Oliver ; de Hoogh, Kees ; Hystad, Perry ; Knibbs, Luke ; Kai, Qin ; Karssenberg, Derek:
Global, high-resolution statistical modelling of NO₂.
In: EGU General Assembly. (2021) . - EGU21-6355.
DOI: https://doi.org/10.5194/egusphere-egu21-6355

Geng, Xiaoxiao ; Ji, Shunping ; Lu, Meng ; Zhao, Lingli:
Multi-Scale Attentive Aggregation for LiDAR Point Cloud Segmentation.
In: Remote Sensing. Bd. 13 (2021) Heft 4 . - 691.
DOI: https://doi.org/10.3390/rs13040691

Schmitz, Oliver ; Lu, Meng ; de Hoogh, Kees ; Probst-Hensch, Nicole ; Jeong, Ayoung ; Flückiger, Benjamin ; Vienneau, Danielle ; Hoek, Gerard ; Kyriakou, Kalliopi ; Vermeulen, Roel C. H. ; Karssenberg, Derek:
Nationwide estimation of personal exposure to air pollution using activity-based field-agent modelling.
In: EGU General Assembly. (2021) . - EGU21-7081.
DOI: https://doi.org/10.5194/egusphere-egu21-7081

Zhang, Zhili ; Lu, Meng ; Ji, Shunping ; Yu, Huafen ; Nie, Chenhui:
Rich CNN Features for Water-Body Segmentation from Very High Resolution Aerial and Satellite Imagery.
In: Remote Sensing. Bd. 13 (2021) Heft 10 . - 1912.
DOI: https://doi.org/10.3390/rs13101912

Ji, Shunping ; Dai, Peiyu ; Lu, Meng ; Zhang, Yongjun:
Simultaneous Cloud Detection and Removal From Bitemporal Remote Sensing Images Using Cascade Convolutional Neural Networks.
In: IEEE Transactions on Geoscience and Remote Sensing. Bd. 59 (2021) Heft 1 . - S. 732-748.
DOI: https://doi.org/10.1109/TGRS.2020.2994349

Wang, Yameng ; Ji, Shunping ; Lu, Meng ; Zhang, Yongjun:
Attention boosted bilinear pooling for remote sensing image retrieval.
In: International Journal of Remote Sensing. Bd. 41 (2020) Heft 7 . - S. 2704-2724.
DOI: https://doi.org/10.1080/01431161.2019.1697010

Loozen, Yasmina ; Karssenberg, Derek ; de Jong, Steven ; Lu, Meng ; Olin, Stefan ; Wassen, Martin ; Wårlind, David ; Zaehle, Sönke ; Rebel, Karin:
Canopy N across European forests : comparing spatial patterns of canopy N retrieved from remote sensing, environmental variables and global vegetation models.
In: EGU General Assembly. (2020) .
DOI: https://doi.org/10.5194/egusphere-egu2020-20651

Shen, Youchen ; Ruijsch, Jessica ; Lu, Meng ; Sutanudjaja, Edwin ; Karssenberg, Derek:
Error-correction of streamflow predictions from a global hydrological model using random forests.
In: AGU Fall Meeting Abstracts. (2020) . - H166-0013.

Li, Xue ; Luo, Muying ; Ji, Shunping ; Zhang, Li ; Lu, Meng:
Evaluating generative adversarial networks based image-level domain transfer for multi-source remote sensing image segmentation and object detection.
In: International Journal of Remote Sensing. Bd. 41 (2020) Heft 19 . - S. 7343-7367.
DOI: https://doi.org/10.1080/01431161.2020.1757782

Lu, Meng ; Schmitz, Oliver ; de Hoogh, Kees ; Kai, Qin ; Karssenberg, Derek:
Evaluation of different methods and data sources to optimise modelling of NO₂ at a global scale.
In: Environment International. Bd. 142 (2020) . - 105856.
DOI: https://doi.org/10.1016/j.envint.2020.105856

Lu, Meng ; Soenario, Ivan ; Helbich, Marco ; Schmitz, Oliver ; Hoek, Gerard ; van der Molen, Michiel ; Karssenberg, Derek:
Land use regression models revealing spatiotemporal co-variation in NO₂, NO, and O₃ in the Netherlands.
In: Atmospheric Environment. Bd. 223 (2020) . - 117238.
DOI: https://doi.org/10.1016/j.atmosenv.2019.117238

Ji, Shunping ; Zhang, Zhili ; Zhang, Chi ; Wei, Shiqing ; Lu, Meng ; Duan, Yulin:
Learning discriminative spatiotemporal features for precise crop classification from multi-temporal satellite images.
In: International Journal of Remote Sensing. Bd. 41 (2020) Heft 8 . - S. 3162-3174.
DOI: https://doi.org/10.1080/01431161.2019.1699973

Loozen, Yasmina ; Rebel, Karin T. ; de Jong, Steven M. ; Lu, Meng ; Ollinger, Scott V. ; Wassen, Martin ; Karssenberg, Derek:
Mapping canopy nitrogen in European forests using remote sensing and environmental variables with the random forests method.
In: Remote Sensing of Environment. Bd. 247 (2020) . - 111933.
DOI: https://doi.org/10.1016/j.rse.2020.111933

van Rongen, Sofie ; Poelman, Maartje P. ; Thornton, Lukar ; Abbott, Gavin ; Lu, Meng ; Kamphuis, Carlijn B. M. ; Verkooijen, Kirsten ; de Vet, Emely:
Neighbourhood fast food exposure and consumption : the mediating role of neighbourhood social norms.
In: International Journal of Behavioral Nutrition and Physical Activity. Bd. 17 (2020) . - 61.
DOI: https://doi.org/10.1186/s12966-020-00969-w

Ji, Shunping ; Qin, Zijie ; Shan, Jie ; Lu, Meng:
Panoramic SLAM from a multiple fisheye camera rig.
In: ISPRS Journal of Photogrammetry and Remote Sensing. Bd. 159 (2020) . - S. 169-183.
DOI: https://doi.org/10.1016/j.isprsjprs.2019.11.014

Lu, Meng ; Renschler, Chris:
Rainfall and rainfall erosivity time series analysis of a small semi-arid watershed of the American Southwest.
EarthArXiv , 2020
DOI: https://doi.org/10.31223/osf.io/nk75z

Wang, Jiong ; Schmitz, Oliver ; Lu, Meng ; Karssenberg, Derek:
Thermal unmixing based downscaling for fine resolution diurnal land surface temperature analysis.
In: ISPRS Journal of Photogrammetry and Remote Sensing. Bd. 161 (2020) . - S. 76-89.
DOI: https://doi.org/10.1016/j.isprsjprs.2020.01.014

Wei, Shiqing ; Ji, Shunping ; Lu, Meng:
Toward automatic building footprint delineation from aerial images using CNN and regularization.
In: IEEE Transactions on Geoscience and Remote Sensing. Bd. 58 (2020) Heft 3 . - S. 2178-2189.
DOI: https://doi.org/10.1109/TGRS.2019.2954461

Lu, Meng ; Schmitz, Oliver ; Vaartjes, Ilonca ; Karssenberg, Derek:
Activity-based air pollution exposure assessment : differences between homemakers and cycling commuters.
In: Health & Place. Bd. 60 (2019) . - 102233.
DOI: https://doi.org/10.1016/j.healthplace.2019.102233

Ji, Shunping ; Shen, Yanyun ; Lu, Meng ; Zhang, Yongjun:
Building Instance Change Detection from Large-Scale Aerial Images using Convolutional Neural Networks and Simulated Samples.
In: Remote Sensing. Bd. 11 (2019) Heft 11 . - 1343.
DOI: https://doi.org/10.3390/rs11111343

Ji, Shunping ; Liu, Jin ; Lu, Meng:
CNN-Based Dense Image Matching for Aerial Remote Sensing Images.
In: Photogrammetric Engineering & Remote Sensing. Bd. 85 (2019) Heft 6 . - S. 415-424.
DOI: https://doi.org/10.14358/PERS.85.6.415

Zhang, Chi ; Wei, Shiqing ; Ji, Shunping ; Lu, Meng:
Detecting large-scale urban land cover changes from very high resolution remote sensing images using CNN-based classification.
In: ISPRS International Journal of Geo-Information. Bd. 8 (2019) Heft 4 . - 189.
DOI: https://doi.org/10.3390/ijgi8040189

Ji, Shunping ; Wei, Shiqing ; Lu, Meng:
Fully convolutional networks for multisource building extraction from an open aerial and satellite imagery data set.
In: IEEE Transactions on Geoscience and Remote Sensing. Bd. 57 (2019) Heft 1 . - S. 574-586.
DOI: https://doi.org/10.1109/TGRS.2018.2858817

Zhu, Ruojin ; Yu, Dawen ; Ji, Shunping ; Lu, Meng:
Matching RGB and infrared remote sensing images with densely-connected convolutional neural networks.
In: Remote Sensing. Bd. 11 (2019) Heft 23 . - 2836.
DOI: https://doi.org/10.3390/rs11232836

Wang, Jiong ; Lu, Meng ; Vaartjes, Ilonca ; Karssenberg, Derek:
The potential of Earth-Observation for assessing personal exposures to heat.
In: Geophysical Research Abstracts. Bd. 21 (2019) .

Ji, Shunping ; Wei, Shiqing ; Lu, Meng:
A scale robust convolutional neural network for automatic building extraction from aerial and satellite imagery.
In: International Journal of Remote Sensing. Bd. 40 (2019) Heft 9 . - S. 3308-3322.
DOI: https://doi.org/10.1080/01431161.2018.1528024

Lu, Meng ; Schmitz, Oliver ; Soenario, Ivan ; Helbich, Marco ; Vaartjes, Ilonca ; Karssenberg, Derek:
Assessment of air pollution exposures across a population : differences between home-based workers and bike commuters.
In: Geophysical Research Abstracts. Bd. 20 (2018) .

Schmitz, Oliver ; de Jong, Kor ; de Bakker, Merijn ; Lu, Meng ; Karssenberg, Derek:
Integration of field-based and agent-based modelling paradigms into the PCRaster environmental modelling platform.
In: Geophysical Research Abstracts. Bd. 20 (2018) . - EGU2018-9586.

Lu, Meng ; Appel, Marius ; Pebesma, Edzer:
Multidimensional Arrays for Analysing Geoscientific Data.
In: ISPRS International Journal of Geo-Information. Bd. 7 (2018) Heft 8 . - 313.
DOI: https://doi.org/10.3390/ijgi7080313

Ji, Shunping ; Yu, Dawen ; Hong, Yong ; Lu, Meng:
Template matching for wide-baseline panoramic images from a vehicle-borne multi-camera rig.
In: ISPRS International Journal of Geo-Information. Bd. 7 (2018) Heft 7 . - 236.
DOI: https://doi.org/10.3390/ijgi7070236

Lu, Meng ; Hamunyela, Eliakim ; Verbesselt, Jan ; Pebesma, Edzer:
Dimension reduction of multi-spectral satellite image time series to improve deforestation monitoring.
In: Remote Sensing. Bd. 9 (2017) Heft 10 . - 1025.
DOI: https://doi.org/10.3390/rs9101025

Lu, Meng ; Appel, Marius ; Pebesma, Edzer:
Modelling spatiotemporal change using multidimensional arrays.
In: Geophysical Research Abstracts. Bd. 19 (2017) .

Lu, Meng:
Spatiotemporal change modelling from multidimensional arrays.
Münster , 2017
( Dissertation, 2017, Westfälische Wilhelms-Universität Münster)

Lu, Meng ; Hamunyela, Eliakim ; Pebesma, E. ; Verbesselt, J.:
Deforestation monitoring from multi-spectral landsat time series.
In: Remote Sensing of Environment. (2016) .

Lu, Meng ; Hamunyela, Eliakim:
On-Line Change Monitoring with Transformed Multi-Spectral Time Series, a Study Case in Tropical Forest.
In: The International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences. Bd. 41 (2016) . - S. 987-989.
DOI: https://doi.org/10.5194/isprs-archives-XLI-B7-987-2016

Lu, Meng ; Pebesma, Edzer ; Sanchez, Alber ; Verbesselt, Jan:
Spatio-temporal change detection from multidimensional arrays : Detecting deforestation from MODIS time series.
In: ISPRS Journal of Photogrammetry and Remote Sensing. Bd. 117 (2016) . - S. 227-236.
DOI: https://doi.org/10.1016/j.isprsjprs.2016.03.007

Peng, Jingjing ; Liu, Qiang ; Wang, Lizhao ; Liu, Qinhuo ; Fan, Wenjie ; Lu, Meng ; Wen, Jianguang:
Characterizing the pixel footprint of satellite albedo products derived from MODIS reflectance in the Heihe River Basin, China.
In: Remote Sensing. Bd. 7 (2015) Heft 6 . - S. 6886-6907.
DOI: https://doi.org/10.3390/rs70606886

Lu, Meng ; Pebesma, Edzer:
Spatio-temporal change modeling with array data.
In: Geophysical Research Abstracts. Bd. 17 (2015) .

Lu, Meng ; Renschler, Chris ; Nearing, Mark:
Climate change and its impact on precipitation, runoff, and erosion in a small semi-arid watershed of the American Southwest.
In: Geophysical Research Abstracts. Bd. 16 (2014) .

Lu, Meng ; Pebesma, Edzer:
Modeling change from large-scale high-dimensional spatio-temporal array data.
In: Geophysical Research Abstracts. Bd. 16 (2014) .