publications

Peer-reviewed publications in reverse chronological order.

2026

  1. Geothermics
    Predictive analytics and statistical time series imputation of subsurface temperatures for a campus-scale geothermal exchange field
    S.D. Attri, M. Jiang, J.M. Tinjum, and 2 more authors
    Geothermics, 2026

2025

  1. ACAG
    Graph-based evidence accumulation for clustering 3D orientation measurements in planetary surface mapping under relational constraints
    O. Aydin
    Applied Computing and Geosciences, 2025

2024

  1. arcgisbinding.png
    arcgisbinding: An R package for integrating R and ArcGIS
    Orhun Aydin, Dmitry Pavlushko, Shaun Walbridge, and 2 more authors
    Environmental Modelling & Software, 2024
  2. hu_et_al.png
    A five-year milestone: reflections on advances and limitations in GeoAI research
    Yingjie Hu, Michael Goodchild, A-Xing Zhu, and 7 more authors
    Annals of GIS, 2024
  3. Electronics
    Efficient node localization on sensor internet of things networks using deep learning and virtual node simulation
    V. Kanwar, and O. Aydin
    Electronics, 2024
  4. IJCS
    An improved localization algorithm to replace faulty nodes for an IoT network using weighted grey wolf optimization
    V. Kanwar, and O. Aydin
    International Journal of Communication Systems, 2024

2023

  1. skater_prob.png
    Probabilistic Regionalization via Evidence Accumulation with Random Spanning Trees as Weak Spatial Representations
    Orhun Aydin, Mark V Janikas, Renato Martins Assunção, and 1 more author
    Geographical Analysis, 2023
  2. mina_aydin_2023.png
    Environmental and demographic factors affecting childhood academic performance in Los Angeles county: A generalized linear elastic net regression model
    Bita Minaravesh, and Orhun Aydin
    Remote Sensing Applications: Society and Environment, 2023

2022

  1. seagrass_cons.png
    Conservation planning implications of modeling seagrass habitats with sparse absence data: a balanced random forest approach
    Orhun Aydin, Carlos Osorio-Murillo, Kevin A Butler, and 1 more author
    Journal of Coastal Conservation, 2022
  2. optics_opt.png
    Density-based cluster detection at multiple spatial scales via kullback-leibler divergence of reachability profiles
    Orhun Aydin, Carlos Osorio-Murillo, and Cheng-Chia Huang
    In Proceedings of the 5th ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery, 2022

2021

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    Quantifying the Impact of a Tsunami on Data-Driven Earthquake Relief Zone Planning in Los Angeles County via Multivariate Spatial Optimization
    Yueqi Gu, Orhun Aydin, and Jacqueline Sosa
    Geosciences, 2021
  2. aydin_reg_comp.png
    A quantitative comparison of regionalization methods
    Orhun Aydin, Mark V Janikas, Renato Martins Assunção, and 1 more author
    International Journal of Geographical Information Science, 2021

2020

  1. covid_gis.png
    Sensitivity analysis for covid-19 epidemiological models within a geographic framework
    Zhongying Wang, and Orhun Aydin
    In Proceedings of the 1st ACM SIGSPATIAL International Workshop on Modeling and Understanding the Spread of COVID-19, 2020

2019

  1. ai_approaches.png
    Artificial Intelligence Approaches
    In The Geographic Information Science & Technology Body of Knowledge, 2019

2018

  1. skater_con.png
    SKATER-CON: Unsupervised regionalization via stochastic tree partitioning within a consensus framework using random spanning trees
    Orhun Aydin, Mark V Janikas, Renato Assunçao, and 1 more author
    In Proceedings of the 2nd ACM SIGSPATIAL international workshop on AI for geographic knowledge discovery, 2018

2017

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    Quantifying structural uncertainty on fault networks using a marked point process within a Bayesian framework
    Orhun Aydin, and Jef Karel Caers
    Tectonophysics, 2017

2014

  1. flow_prox_2012.jpg
    Exploring structural uncertainty using a flow proxy in the depositional domain
    Orhun Aydin, and Jef Caers
    In SPE Annual Technical Conference and Exhibition, 2014
  2. frac_res.png
    A workflow for building a synthetic benchmark dataset for fractured reservoirs
    Ankur Roy*, Yongduk Shin, Tapan Mukerji, and 2 more authors
    In SEG Technical Program Expanded Abstracts 2014, 2014

2013

  1. image_transform_2013.png
    Image transforms for determining fit-for-purpose complexity of geostatistical models in flow modeling
    Orhun Aydin, and Jef Caers
    Computational Geosciences, 2013

2012

  1. frac_res2.png
    A Benchmark Dataset for Fractured Reservoirs
    Ankur Roy, Yongduk Shin, Peipei Li, and 5 more authors
    2012