{"id":102,"date":"2020-02-06T16:03:40","date_gmt":"2020-02-06T16:03:40","guid":{"rendered":"http:\/\/coehumnet.wpengine.com\/?page_id=102"},"modified":"2026-04-22T02:14:51","modified_gmt":"2026-04-22T02:14:51","slug":"publications","status":"publish","type":"page","link":"https:\/\/humnetlab.berkeley.edu\/index.php\/publications\/","title":{"rendered":"Publications"},"content":{"rendered":"\n<p class=\"has-small-font-size wp-block-paragraph\">*See <a href=\"https:\/\/scholar.google.com\/citations?user=YAGjro8AAAAJ&amp;hl=en&amp;oi=ao\">Google Scholar<\/a> for a list of all publications.<br>**HuMNet members are colored by <mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-luminous-vivid-orange-color\">orange<\/mark>.<\/p>\n\n\n\n<div id=\"gtco-services\">\n\t\t<div class=\"gtco-container\">\n\t\t\t<div class=\"row animate-box\">\n\t\t\t\t\n\t\t\t\t<div class=\"gtco-tabs\">\n\t\t\t\t\t<ul class=\"gtco-tab-nav\">\n\t\t\t\t\t\t\n<li class=\"active\"><a href=\"#\" data-tab=\"1\"><span class=\"icon visible-xs\"><strong>M<\/strong><\/span><span class=\"hidden-xs\"><strong><font color=\"#333\">Mobility<\/font><\/strong><\/span><\/a><\/li>\n\t\t\t\t\t\t<li><a href=\"#\" data-tab=\"2\"><span class=\"icon visible-xs\"><strong>E<\/strong><\/span><span class=\"hidden-xs\"><strong><font color=\"#333\">Energy<\/font><\/strong><\/span><\/a><\/li>\n\t\t\t\t\t\t<li><a href=\"#\" data-tab=\"3\"><span class=\"icon visible-xs\"><strong>H<\/strong><\/span><span class=\"hidden-xs\"><strong><font color=\"#333\">Humans<\/font><\/strong><\/span><\/a><\/li>\n\t\t\t\t\t\t<li><a href=\"#\" data-tab=\"4\"><span class=\"icon visible-xs\"><strong>U<\/strong><\/span><span class=\"hidden-xs\"><strong><font color=\"#333\">Urban Science<\/font><\/strong><\/span><\/a><\/li>\n\n<li><a href=\"#\" data-tab=\"5\"><span class=\"icon visible-xs\"><strong>C<\/strong><\/span><span class=\"hidden-xs\"><strong><font color=\"#333\">Climate Change &amp; AI<\/font><\/strong><\/span><\/a><\/li>\n\t\t\t\t\t<\/ul>\n\n\t\t\t\t\t<!-- Tabs -->\n\t\t\t\t\t<div class=\"gtco-tab-content-wrap\">\n\n\t\t\t\t\t\t<div class=\"gtco-tab-content tab-content active\" data-tab-content=\"1\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"col-md-12\">\n\t\t\t\t\t\t\t\t<h2>Mobility<\/h2>\n\t\t\t\t\t\t\t\t<ol>\n\n\n<li> Ruiting Wang, <span style=\"color: #e8662b;\">Jiaman Wu<\/span>, Fabio Paparella, Scott Moura, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. &#8220;Sink Proximity: A Novel Approach for Online Vehicle Dispatch in Ride-hailing&#8221;. IEEE Transactions on Intelligent Vehicles (2026). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2026\/02\/Sink_Proximity_A_Novel_Approach_for_Online_Vehicle_Dispatch_in_Ride-hailing.pdf\">PDF<\/a>] <\/li>\n\n<li> <span style=\"color: #e8662b;\">Shangqing Cao<\/span>, <span style=\"color: #e8662b;\">Jiaman Wu<\/span>, <span style=\"color: #e8662b;\">Aparimit Kasliwal<\/span>, <span style=\"color: #e8662b;\">Baoqi Chen<\/span>, <span style=\"color: #e8662b;\">Giuseppe Perona<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. &#8220;DeepTimeGeo: Trajectory Reconstruction from Sparse Data with Transformer&#8221;. IEEE Transactions on Intelligent Transportation Systems (2026). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2026\/02\/DeepTimeGeo_Trajectory_Reconstruction_From_Sparse_Data_With_Transformer.pdf\">PDF<\/a>] <\/li> \n\n<li><span style=\"color: #e8662b;\">Shangqing Cao<\/span>, Mark Hansen, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. sparkmobility: A Spark-based Python Library for Processing, Modeling, and Analyzing Large Mobility Datasets. In Proceedings of the 33rd ACM International Conference on Advances in Geographic Information Systems (pp. 1296-1297) (2025). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2026\/01\/sparkmobility_2025.pdf\">PDF<\/a>] <\/li> \n\n<li> Juan D. Caicedo, Carlos Guirado, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, Joan L. Walker. &#8220;Sharing, collaborating, and benchmarking to advance travel demand research: A demonstration of short-term ridership prediction&#8221;. Transport Policy (2025). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2025\/08\/JC_TransportPolicy-main.pdf\">PDF<\/a>] <\/li> \n\n<li> Steffen Knoblauch, Ram Kumar Muthusamy, Maya Moritz, Yuhao Kang, Hao Li,  \nSven Lautenbach, Rafael H.M. Pereira, Filip Biljecki, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, Rogerio Barbosa, Daniel Veloso Hirata, Christina Ludwig, Maciej Adamiak,  \nAntonio A. de A. Rocha, Alexander Zipf. &#8220;Crime-associated inequality in geographical access to education: Insights  from the municipality of Rio de Janeiro&#8221;. Cities (2025). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2025\/03\/CEUS_Knoblauch.pdf\">PDF<\/a>] <\/li> \n\n\n<li> Fengli Xu, Qi Wang, Esteban Moro, Lin Chen, Arianna Salazar Miranda, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, Michele Tizzoni, Chaoming Song, Carlo Ratti, Luis Bettencourt, Yong Li &#038; James Evans. &#8220;Using human mobility data to quantify experienced urban inequalities&#8221;. Nat Hum Behav (2025). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2025\/02\/Xu_et_al-2025-Nature_Human_Behaviour.pdf\">PDF<\/a>] <\/li> \n\n<li> Takahiro Yabe, Massimiliano Luca, Kota Tsubouchi, Bruno Lepri, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, &#038; Esteban Moro. &#8220;Enhancing human mobility research with   open and standardized datasets&#8221;. Nature Computational Science, 4(7), 469-472. [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2025\/02\/Enhancing_human_mobility_research_with_open_and_st.pdf\">PDF<\/a>] <\/li> \n\n<li> Hassan Idoudi, <span style=\"color: #e8662b;\">Weixin Li<\/span>, Mostafa Ameli, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Mahdi Zargayouna. &#8220;Population Evacuation in Motion: Harnessing Disaster Evolution for Effective Dynamic Emergency Response&#8221;. IEEE Transactions on Intelligent Vehicles. (2024): 1-13. [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2024\/11\/IEEE_Evacuations.pdf\">PDF<\/a>] <\/li> \n\n<li> <span style=\"color: #e8662b;\">Alben Rome Bagabaldo<\/span>, Qianxin Gan, Alexandre M. Bayen, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. &#8220;Impact of navigation apps on congestion and spread dynamics on a transportation network.&#8221; Data Science for Transportation 6, no. 12 (2024): 1-20. [<a href=\"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s42421-024-00099-w.pdf\">PDF<\/a>] <\/li> \n \n<li> <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, Shangqing Cao, <span style=\"color: #e8662b;\">Cristobal Pais<\/span>, Violet Lingenfelter, Ruining Wang, Elouan Pulveric, and Tomas Wenzel. &#8220;A Data Science Framework to Measure Vehicle Miles Traveled\n    by Mode and Purpose.&#8221; Report to California Air Resources Board Research Division (2024). [<a href=\"https:\/\/ww2.arb.ca.gov\/data-science-framework-measure-vehicle-miles-traveled-mode-and-purpose\">Project Page<\/a>] [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2024\/05\/Final_Draft_CARB.pdf\">PDF<\/a>] <\/li>\n\n <li> Bouzaghrane, Mohamed Amine, Hassan Obeid, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Joan Walker. &#8220;Human mobility reshaped? Deciphering the impacts of the Covid-19 pandemic on activity patterns, spatial habits, and schedule habits.&#8221; EPJ Data Science 13, no. 1 (2024): 1-20. [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2024\/03\/s13688-024-00463-4.pdf\">PDF<\/a>] <\/li>\n\n <li>  A Bagabaldo, <span style=\"color: #e8662b;\">M. Gonzalez<\/span> &#8220;Predicting Traffic Flow on Faulty Traffic Detectors Using Machine Learning Techniques&#8221;. International Conference on Transportation and Development (2022) [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/04\/AlbenPredictingTrafficFlow.pdf\">PDF<\/a>] <\/li>\n\n <li> T Yabe, NKW Jones, PSC Ra, <span style=\"color: #e8662b;\">MC Gonzalez<\/span> and SV Ukkusuri, &#8220;Mobile phone location data for disasters: A review from natural hazards and epidemics&#8221;, Computers, Environment and Urban Systems 94, 101777 (2022). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/04\/Disasters_Yabe-main.pdf\">PDF<\/a>] <\/li>\n\n <li> Clark, C., Dangwal, C., Kato, D., &amp; <span style=\"color: #e8662b;\">Gonz\u00e1lez M.<\/span>. &#8220;A network spatial analysis simulating response time to calls for service at variable staffing levels-A case study on strategic police defunding in the city of Chicago&#8221;.<em> The European Physical Journal Special Topics, 1-9.  <\/em> (2021)  [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2022\/02\/RT_Research__EPJ.pdf\">PDF<\/a>] <\/li>\n\n<li>Juan D. Caicedo, Joan L. Walker and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; \u201cInfluence of socioeconomic factors on transit demand during the COVID-19 pandemic: A case study of Bogota&#8217;s BRT system&#8221;, <em>Frontiers in Built Environment 7, <\/em> 63 (2021). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2021\/03\/Xu2021_Article_UnderstandingVehicularRoutingB.pdf\">PDF<\/a>] <\/li> \n\n<li>Ariel Salgado, <span style=\"color: #e8662b;\">Weixin Li<\/span>, <span style=\"color: #e8662b;\">Fahad Alhasoun<\/span>, <span style=\"color: #e8662b;\">Ines Caridi<\/span> and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; \u201cStreet context of various demographic groups in their daily mobility&#8221; <em>  Applied Network Science 6(1) <\/em> 1-14 (2021). [<a href=\"https:\/\/www.frontiersin.org\/articles\/10.3389\/fbuil.2021.642344\/full\">PDF<\/a>] <\/li> \n\n<li> D Matekenya, X Espinet Alegre, F Arroyo Arroyo, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; \u201cOperationalizing Mobile Data for Urban Transport: Lessons from Freetown, Sierra Leone&#8221; <em>  Transportation Research Board 100th Annual Meeting <\/em> (2021).<\/li> \n\n<li> <span style=\"color: #e8662b;\">Pierre Melikov<\/span>, <span style=\"color: #e8662b;\">Jeremy A Kho<\/span>, <span style=\"color: #e8662b;\">Vincent Fighiera<\/span>,<span style=\"color: #e8662b;\">Fahad Alhasoun<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; \u201cCharacterizing Urban Mobility Patterns: A Case Study of Mexico City&#8221; <em>  Urban Informatics, Editors: Wenzhong Shi, Michael F. Goodchild, Michael Batty, Mei-Po Kwan and Anshu Zhang <\/em> 1-14 (2021). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2026\/04\/Chapter11CharacterizingUrbanMobilityBook2021.pdf\">PDF<\/a>] <\/li> \n\n<li> Bauranov, A., Parks, S., Jiang, X., Rakas, J., <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; \u201cQuantifying the Resilience\nof the US Domestic Aviation Network during the COVID-19 Pandemic\u201d, <em> Frontiers in Built\nEnvironment<\/em> 7, 26 (2021).<\/li> \n\n<li><span style=\"color: #e8662b;\">Yanyan Xu<\/span>, <span style=\"color: #e8662b;\">Riccardo Di Clemente<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; \u201cUnderstanding vehicular routing behavior\nwith location-based service data\u201d,<em> EPJ Data Science<\/em> 10:1, 1-17 (2021). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2021\/03\/Xu2021_Article_UnderstandingVehicularRoutingB.pdf\">PDF<\/a>] <\/li> \n\n<li> Paipuri, Y Xu, <span style=\"color: #e8662b;\">MC Gonzalez<\/span>, L Leclercq, Zuo-Jun Shen &#8220;Calibration of Multi-region MFD Models using Mobile Phone Data&#8221;. hEART 2020, 9th Symposium of the European Association for Research in Transportation (2020) [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/04\/Calibration-of-Multi-region-MFD-.pdf\">PDF<\/a>]<\/li>\n\n<li>Meead Saberi,&nbsp; Homayoun Hamedmoghaddam,&nbsp; Mudabber Ashfaq,&nbsp; Seyed Amir Hosseini,&nbsp; Ziyuan Gu,&nbsp; Sajjad Shafiei,&nbsp; Divya J. Nair,&nbsp; Vinayak Dixit,&nbsp; Lauren Gardner,&nbsp; S. Travis Waller,&nbsp; <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; \u201cA simple contagion process describes spreading of traffic jams in urban networks\u201d,<em> Nature Communications <\/em> 11:1, 1-9 (2020). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2021\/03\/A-simple-contagion-process-describes-spreading-of-traffic-jams-in-urban-networks.pdf\">PDF<\/a>] [<a href=\"https:\/\/static-content.springer.com\/esm\/art%3A10.1038%2Fs41467-020-15353-2\/MediaObjects\/41467_2020_15353_MOESM1_ESM.pdf\">Supplementary Materials<\/a>]<\/li> \n\n<li>Marco De Nadai, <span style=\"color: #e8662b;\">Yanyan Xu<\/span>, Emmanuel Letouz\u00e9, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span><span style=\"color: #777777;\">, <span style=\"color: #666666;\">Bruno Lepri. \u201c<\/span><\/span>Socio-economic, built environment, and mobility conditions associated with crime: A study of multiple cities\u201d <em>Scientific Reports<\/em>, 10, 13871 (2020). [<a href=\"\/wp-content\/uploads\/2020\/08\/DeNadai_SciRep20.pdf\">PDF<\/a>] [<a href=\"https:\/\/static-content.springer.com\/esm\/art%3A10.1038%2Fs41598-020-70808-2\/MediaObjects\/41598_2020_70808_MOESM1_ESM.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Supplementary Materials<\/a>]<\/li>\n\n<li>Paipuri, Mahendra, <span style=\"color: #e8662b;\">Yanyan Xu<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Ludovic Leclercq. \u201cEstimating MFDs, trip lengths and path flow distributions in a multi-region setting using mobile phone data.\u201d&nbsp;<i>Transportation Research Part C: Emerging Technologies<\/i> 118 (2020): 102709. [<a href=\"\/wp-content\/uploads\/2020\/07\/Paipuri_TRC20.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Olmos L.E.<\/span>, Tadeo M.S., <span style=\"color: #e8662b;\">Vlachogiannis D.<\/span>, <span style=\"color: #e8662b;\">Alhasoun F.<\/span>, Espinet X., Ochoa C., Targa F. and&nbsp;<span style=\"color: #e8662b;\">Gonz\u00e1lez, M.C.<\/span> A data science framework for planning the growth of bicycle infrastructures.&nbsp;<em>Transportation Research Part C: Emerging Technologies<\/em>, Volume 115, June 2020, 102640 [<a href=\"\/wp-content\/uploads\/2020\/04\/Olmos_TRC20.pdf\">PDF<\/a>]<\/li>\n\n<li>Mahendra Paipuri,&nbsp;<span style=\"color: #e8662b;\">Yanyan Xu<\/span>,&nbsp; <span style=\"color: #e8662b;\">Marta C. Gonzalez,<\/span>&nbsp;Ludovic Leclercq.&nbsp;\u201cCalibrating MFD Models from Mobile Phone Data\u201d.&nbsp;<em>TRB 2020, 99th Annual Meeting Transportation Research Board<\/em>, Jan 2020, Washington DC, United States. [<a href=\"\/wp-content\/uploads\/2020\/04\/Paipuri_TRBConf20.pdf\">PDF<\/a>]<\/li>\n\n<li>Saberi M., Hamedmoghadam&nbsp;H., Ashfaq M., Hosseini S.A., Gu Z., Shafiei S., Nair D.J., Dixit V., Gardner L., Waller S.T. &amp;&nbsp;<span style=\"color: #e8662b;\">Gonz\u00e1lez M.C.<i>&nbsp;<\/i><\/span>\u201cA simple contagion process describes spreading of traffic jams in urban networks\u201d&nbsp;<i>Nature&nbsp;Communications<\/i>.&nbsp;vol&nbsp;11, Article&nbsp;number:&nbsp;1616&nbsp;(2020) [<a href=\"\/wp-content\/uploads\/2020\/04\/NatComm_SIR_s41467-020-15353-2.pdf\">PDF<\/a>]<\/li>\n\n<li>Nicolaides, Christos, Demetris Avraam, Luis Cueto\u2010Felgueroso, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Ruben Juanes. \u201cHand\u2010Hygiene Mitigation Strategies Against Global Disease Spreading through the Air Transportation Network.\u201d&nbsp;<em>Risk Analysis<\/em> (2019).&nbsp;&nbsp; [<a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/epdf\/10.1111\/risa.13438\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Barbour, Edward<\/span>, Carlos Cerezo Davila, Siddharth Gupta, Christoph Reinhart, Jasleen Kaur, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<span style=\"color: #e8662b;\"><strong>Planning for sustainable cities by estimating building occupancy with mobile phones<\/strong><\/span>.\u201d <em>Nature communications<\/em> 10, no. 1 (2019): 1-10.[<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2021\/08\/Ed_ncomm_2019.pdf\">PDF<\/a>] <\/li>\n\n<li><span style=\"color: #e8662b;\">Xu, Yanyan<\/span>, <span style=\"color: #e8662b;\">Shan Jiang<\/span>, Ruiqi Li, Jiang Zhang, Jinhua Zhao, Sofiane Abbar, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cUnraveling environmental justice in ambient PM2. 5 exposure in Beijing: A big data approach.\u201d <em>Computers, Environment and Urban Systems<\/em> 75 (2019): 12-21.<\/li>\n\n<li><span style=\"color: #e8662b;\">Sharon Xu<\/span>, <span style=\"color: #e8662b;\">Riccardo Di Clemente<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cMining urban lifestyles: urban computing, human behavior and recommender systems.\u201d Big Data Recommender Systems \u2013 Volume 2: Application Paradigms, p. 71-81 <\/li>\n\n<li>Proussaloglou K., Jiang, S., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cCell Phone Location Data for Travel Behavior Analysis for NCHRP&#8221;. <em>National Academy of Science, Transportation Research Board<\/em> Research Report 868. [<a href=\"https:\/\/nap.nationalacademies.org\/catalog\/25189\/cell-phone-location-data-for-travel-behavior-analysis\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Olmos, Luis E.<\/span>, <span style=\"color: #e8662b;\">Serdar \u00c7olak<\/span>, Sajjad Shafiei, Meead Saberi, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<a href=\"https:\/\/www.pnas.org\/content\/115\/50\/12654\"><strong><span style=\"color: #e8662b;\">Macroscopic dynamics and the collapse of urban traffic<\/span><\/strong><\/a>.\u201d <em>Proceedings of the National Academy of Sciences<\/em> 115, no. 50 (2018): 12654-12661. [<a href=\"https:\/\/www.pnas.org\/content\/pnas\/115\/50\/12654.full.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Di Clemente, Riccardo<\/span>, Miguel Luengo-Oroz, Matias Travizano, <span style=\"color: #e8662b;\">Sharon Xu<\/span>, Bapu Vaitla, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<strong><span style=\"color: #e8662b;\">Sequences of purchases in credit card data reveal lifestyles in urban populations<\/span><\/strong>.\u201d <em>Nature communications<\/em> 9, no. 1 (2018): 1-8. [<a href=\"\/wp-content\/uploads\/2020\/02\/Clemente_et_al-2018-Nature_Communications.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Xu, Yanyan<\/span>, <span style=\"color: #e8662b;\">Serdar \u00c7olak<\/span>, Emre C. Kara, Scott J. Moura, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<strong><span style=\"color: #e8662b;\">Planning for electric vehicle needs by coupling charging profiles with urban mobility<\/span><\/strong>.\u201d <em>Nature Energy<\/em> 3, no. 6 (2018): 484-493. [<a href=\"\/wp-content\/uploads\/2020\/02\/planningEVs_NatEn.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Kalila, Adham<\/span>, Zeyad Awwad, <span style=\"color: #e8662b;\">Riccardo Di Clemente<\/span>, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cBig Data Fusion to Estimate Urban Fuel Consumption: A Case Study of Riyadh.\u201d <em>Transportation Research Record<\/em> 2672, no. 24 (2018): 49-59. [<a href=\"\/wp-content\/uploads\/2020\/02\/trbriyadh-2.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Cuttone, Andrea<\/span>, Sune Lehmann, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cUnderstanding predictability and exploration in human mobility.\u201d <em>EPJ Data Science<\/em> 7, no. 1 (2018): 1-17. [<a href=\"\/wp-content\/uploads\/2020\/02\/nextplace-plos-v2.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Xu, Yanyan<\/span>, Ruiqi Li, <span style=\"color: #e8662b;\">Shan Jiang<\/span>, Jiang Zhang, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cClearer skies in Beijing\u2013revealing the impacts of traffic on the modeling of air quality.\u201d In <em>The 96th Annual Meeting of Transportation Research Board<\/em>, Washington DC, Paper, no. 17-05211. 2017. [<a href=\"\/wp-content\/uploads\/2020\/02\/air-quality-trd.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Alhasoun, Fahad<\/span>, May Alhazzani, Faisal Aleissa, Riyadh Alnasser, and <span style=\"color: #e8662b;\">Marta Gonz\u00e1lez<\/span>. \u201cCity scale next place prediction from sparse data through similar strangers.\u201d In&nbsp;<i>Proceedings of ACM KDD Workshop<\/i>, pp. 191-196. 2017. [PDF]<\/li>\n\n<li><span style=\"color: #ff6600;\">Xu, Yanyan<\/span> and<span style=\"color: #ff6600;\"> Marta C. Gonz\u00e1lez<\/span>.\u201dCollective benefi\fts in traffic during mega events via the use of information technologies\u201d,<em> J. R.&nbsp; Soc. Interface<\/em> 14(129), 20161041 (2017).[<a href=\"\/wp-content\/uploads\/2020\/02\/1607.08203.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #ff6600;\">Jiang S.<\/span>, Ferreira, Jr. J. and <span style=\"color: #ff6600;\">Marta C. Gonz\u00e1lez<\/span>. \u201cActivity-Based Human Mobility Patterns Inferred from Mobile Phone Data: A Case Study of Singapore\u201d, In&nbsp; <em>IEEE Trans. in Big Data<\/em>, Volume 3, Issue: 2 (2017).[<a href=\"\/wp-content\/uploads\/2020\/02\/07755745.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Jiang S.<\/span>, <span style=\"color: #e8662b;\">Yang Y.<\/span>, <span style=\"color: #e8662b;\">Gupta S.<\/span>, Veneziano D., Athavale S., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<span style=\"color: #e8662b;\"><strong>TimeGeo: A spatiotemporal framework for modeling urban mobility without surveys<\/strong><\/span>\u201c, <em>Proceedings of the National Academy of Sciences<\/em> 113, no (37), E5370-E5378 (2016). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2025\/01\/jiang-et-al-2016-the-timegeo-modeling-framework-for-urban-mobility-without-travel-surveys.pdf\">PDF<\/a>][<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2025\/01\/pnas.1524261113.sapp_.pdf\">SI<\/a>]<\/li>\n\n<li><span style=\"color: #ff6600;\">Chodrow, P<\/span>, Awwad, Z, <span style=\"color: #ff6600;\">Jiang, S.<\/span>, and <span style=\"color: #ff6600;\">Marta C. Gonz\u00e1lez<\/span>. \u201cDemand and Congestion in Multiplex Transportation\u201d, <em>PLoS ONE<\/em> 11(9), e0161738 (2016).[<a href=\"\/wp-content\/uploads\/2020\/02\/journal.pone_.0161738.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Lima, A.<\/span>, Stanojevic R., Papagiannaki D., Rodriguez P. and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cUnderstanding individual routing behaviour\u201d, J<em>. <\/em><em>Roy. Soc. Interface <\/em>13, 20160021 (2016). [<a href=\"\/wp-content\/uploads\/2020\/02\/Lima_Routing_20160021.full_.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #ff6600;\"><span style=\"color: #e8662b;\">Colak<\/span>, <span style=\"color: #e8662b;\">S.<\/span><\/span><span style=\"color: #e8662b;\">, <\/span><span style=\"color: #ff6600;\"><span style=\"color: #e8662b;\">Lima, A<\/span>.<\/span>, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<span style=\"color: #e8662b;\"><strong>Understanding congested travel in urban areas<\/strong><\/span>\u201c, <em>Nature Comms.<\/em> Vol. 2, 10793 (2016). [<a href=\"\/wp-content\/uploads\/2020\/02\/ncomms10793.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Yang, Yingxiang<\/span>, Peter Widhalm, Shounak Athavale, and <span style=\"color: #e8662b;\">Marta C. Gonzalez<\/span>. \u201cMobility sequence extraction and labeling using sparse cell phone data.\u201d In&nbsp;<i>Thirtieth AAAI Conference on Artificial Intelligence<\/i>. 2016. [PDF]<\/li>\n\n<li><span style=\"color: #e8662b;\">Toole J.L.<\/span>, Lin Y., Muehlegger E., Shoag D., <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Lazer D. \u201cTracking Employment Shocks using Mobile Phone Data\u201d, <em>J. R. Soc. Interface<\/em> 12, 20150185 (2015).<\/li>\n\n<li><span style=\"color: #e8662b;\">Toole J.L.<\/span>, <span style=\"color: #e8662b;\">Colak S.<\/span>, <span style=\"color: #e8662b;\">Sturt B.<\/span>, <span style=\"color: #e8662b;\">Alexandre L.<\/span>, Evsukoff\u000b A., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<strong><span style=\"color: #e8662b;\">The Path Most Travelled: Travel Demand Estimation Using Big Data<\/span><\/strong>\u201c, <em>Transportation Research Part C: Emerging Technologie<\/em>s 58, 162-177 (2015). [<a href=\"\/wp-content\/uploads\/2020\/02\/ThePath_TRC.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Colak S.<\/span>, <span style=\"color: #e8662b;\">Alexander L.P.<\/span>, Guatimosim Alvim B., Mehndiretta S.R., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<strong><span style=\"color: #e8662b;\">Analyzing Cell Phone Location Data for Urban Travel: Current Methods, Limitations and Opportunities<\/span><\/strong>\u201c,<em> Transportation Research Records<\/em>, presented in the annual TRB meeting as Practice Ready.\u201d (2015).[<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2024\/11\/TRR_CellPhones.pdf\">PDF<\/a>]<\/li>\n\n<li>Widhalm P.,<span style=\"color: #e8662b;\"> Yang Y.<\/span>, Ulm M., Athavale S. and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cDiscovering urban activity patterns in cell phone data\u201d, <em>Transportation<\/em> 42, 597-623 (2015). [<a href=\"\/wp-content\/uploads\/2020\/02\/transportation.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #ff6600;\"><span style=\"color: #e8662b;\">Alexander L.<\/span><span style=\"color: #000000;\">,<\/span><\/span> <span style=\"color: #e8662b;\">Jiang S.<\/span>, Murga M., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<strong><span style=\"color: #e8662b;\">Origin\u2013destination trips by purpose and time of day inferred from mobile phone data<\/span><\/strong>\u201c,<em> Transportation Research Part C<\/em>: Emerging Technologies 48, 240-250 (2015). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2026\/04\/TRC_Alexander.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Toole J.L. <\/span>, <span style=\"color: #e8662b;\">Herrera-Yague C.<\/span>, <span style=\"color: #e8662b;\">Schneider C.M.<\/span>, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cCoupling Human Mobility and Social Ties Social Ties\u201d, <em>Journal of The Royal Society Interface<\/em> 12(105), 20141128 (2015). [<a href=\"\/wp-content\/uploads\/2020\/02\/JRSI_CoupledMobility.pdf\">PDF<\/a>]<\/li>\n\n<li>De Domenico M., Lima A., <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Arenas A. \u201cPersonalized Routing for Multitudes in Smart Cities\u201d, <em>EPJ Data Science<\/em> 4, 1 (2015). [<a href=\"\/wp-content\/uploads\/2020\/02\/EPJ_DataSci_Routing.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Toole, Jameson L.<\/span>, Yves-Alexandre de Montjoye, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Alex Sandy Pentland. \u201cModeling and understanding intrinsic characteristics of human mobility.\u201d In&nbsp;<i>Social phenomena<\/i>, pp. 15-35. Springer, Cham, 2015. [<a href=\" http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2022\/02\/springer_human_mobility.pdf\">PDF<\/a>] <\/li>\n\n<li><span style=\"color: #e8662b;\">Alexander, Lauren P.<\/span>, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cAssessing the impact of real-time ridesharing on urban traffic using mobile phone data.\u201d&nbsp;<i>Proc. UrbComp<\/i> (2015): 1-9. [<a href=\"\/wp-content\/uploads\/2020\/02\/Real-time-Ridesharing_Alexander.pdf\">PDF<\/a>]<\/li>\n\n<li>Iqbal Md.S., Choudhury C.F., <span style=\"color: #e8662b;\">Wang P.<\/span>, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cDevelopment of Origin-destination Matrices Using Phone Call Data\u201d, <em>Transportation Research Part C: Emerging <\/em><em>Technologies<\/em> 40, 63-74 (2014). [<a href=\"\/wp-content\/uploads\/2020\/02\/TRC-CharismaPu.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Yang Y.<\/span>, <span style=\"color: #e8662b;\">Herrera-Yague C.<\/span>, Eagle N., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cLimits of Predictability in Commuting Flows in the Absence of Data for Calibration\u201d, <em>Scientific Reports<\/em> 4, 5662 (2014). [<a href=\"\/wp-content\/uploads\/2020\/02\/srep2014_Commuting.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Wang P.<\/span>, Liu L., Li X., Li G. and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cEmpirical Study of Long-range Connections in a Road Network Offers New Ingredient for Navigation Optimization Models\u201d, <em>New Journal of Physics<\/em> 16, 013012 (2014). [<a href=\"\/wp-content\/uploads\/2020\/02\/LongRange.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Yang Y.<\/span>, <span style=\"color: #e8662b;\">Gerstle D.<\/span>, Widhalm P., Bauer D., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cPotential of Low-Frequency Automated Vehicle Location Data for Monitoring and Control of Bus Performance\u201d, <em>Transportation Research Record: Journal of the Transportation Research Board<\/em> 2351(1), 54-64 (2014). [<a href=\"\/wp-content\/uploads\/2020\/02\/TRRecordsBuses.pdf\">PDF<\/a>]<\/li>\n\n<li>Ren Y., Ercsey-Ravasz M., <span style=\"color: #e8662b;\">Wang P.<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Toroczkai Z. \u201cPredicting commuter flows in spatial networks using a radiation model based on temporal ranges\u201d, <em>Nature Communications<\/em> 5, 5347 (2014). [<a href=\"\/wp-content\/uploads\/2020\/02\/ncomms6347_Flows.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Herrera-Yague, C.<\/span>, <span style=\"color: #e8662b;\">Schneider, C.<\/span>, Smoreda, Z., Couronne and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, \u201cThe elliptic model for communication fluxes\u201d, <em>Journal of Statistical Mechanics: Theory and Experiment<\/em> 2014 (4), P04022 (2014). [<a href=\"\/wp-content\/uploads\/2020\/02\/EllipticModel.pdf\">PDF<\/a>]<\/li>\n\n<li>Tizzoni M., Bajardi P., Decuyper A., Kon Kam King G., <span style=\"color: #ff6600;\"><span style=\"color: #e8662b;\">Schneider C.M<\/span>.<\/span>, Blondel V., Smoreda Z., <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Colizza V. \u201cOn the Use of Human Mobility Proxy for the Modeling of Epidemics\u201d, <em>PLoS Comput. Biol<\/em> 10(7), e1003716 (2014). [<a href=\"https:\/\/journals.plos.org\/ploscompbiol\/article\/file?id=10.1371\/journal.pcbi.1003716&amp;type=printable\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Colak S.<\/span>, <span style=\"color: #e8662b;\">Schneider C.M.<\/span>, <span style=\"color: #e8662b;\">Wang P.<\/span>, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cOn the Role of Spatial Dynamics and Topology on Networks Flows\u201d, <em>New Journal of Physics<\/em> 15, 113037 (2013).<\/li>\n\n<li><span style=\"color: #e8662b;\">Schneider C.M.<\/span>, <span style=\"color: #e8662b;\">Belik V.<\/span>, Couronn\u0013e T., Smoreda Z., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cUnravelling Daily Mobility Motifs\u201d, <em>Journal of The Royal Society Interface<\/em> 10(84), 20130246 (2013).<\/li>\n\n<li>Hasan S., <span style=\"color: #e8662b;\">Schneider C.M.<\/span>, Ukkusuri S.V., and<span style=\"color: #e8662b;\"> Marta C. Gonz\u00e1lez<\/span>. \u201cSpatiotemporal Patterns of&nbsp; Human Mobility\u201d, <em>Journal of Statistical Physics<\/em> 151, 304-318 (2013).<\/li>\n\n<li><span style=\"color: #e8662b;\">Jiang S.<\/span>, Ferreira Jr J., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cClustering Daily Patterns of Human Activities in the City\u201d, <em>Data Mining and Knowledge Discovery<\/em> 25, 478-510 (2012). [<a href=\"\/wp-content\/uploads\/2020\/02\/DAMIJiang.pdf\">PDF<\/a>]<\/li>\n\n<li>Simini F., <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, Maritan A., Barabasi A.-L. \u201cA Universal Model for Mobility and Migration Patterns\u201d, <em>Nature<\/em> 484 (7392), 96-100 (2012).[<a href=\"\/wp-content\/uploads\/2020\/02\/201204-05_Nature-MigrationPatterns.pdf\">PDF<\/a>]<\/li>\n\n<li>Fazeen M., Gozick B., Dantu R., Bhukhiya M. and<span style=\"color: #e8662b;\"> Marta C. Gonz\u00e1lez<\/span>. \u201cSafe Driving Using Mobile Phones\u201d, <em>Intelligent Transportation Systems, IEEE Transactions<\/em> on 13(3), 1462-1468 (2012).<\/li>\n\n<li><span style=\"color: #e8662b;\">Wang P.<\/span>, Hunter T., Bayen A.M., Schechtner K., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<strong><span style=\"color: #e8662b;\">Understanding Road Usage Patterns in Urban Areas<\/span><\/strong>\u201c, <em>Scienti\fc Reports<\/em> 2, 1001 (2012).<\/li>\n\n<li>Nicolaides C., Cueto-Felgueroso L., <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Juanes R. \u201cA Metric of Influential Spreading during Contagion Dynamics through the Air Transportation Network\u201d, <em>PLoS ONE<\/em> 7(7), e40961 (2012).[<a href=\"https:\/\/journals.plos.org\/plosone\/article\/file?id=10.1371\/journal.pone.0040961&amp;type=printable\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Gonzalez M.C.<\/span>, Hidalgo C.A and Barabasi A.-L. \u201c<strong><span style=\"color: #e8662b;\">Understanding Individual Human Mobility Patterns<\/span><\/strong>\u201c, <em>Nature<\/em> 453, 479-482 (2008).<\/li>\n\n<li>Candia J., <span style=\"color: #e8662b;\">Gonzalez M.C.<\/span>, Wang P., Schoenharl T., Madey G., and Barab\u0013asi A.-L. \u201cUncovering Individual and Collective Human Dynamics From Mobile Phone Records\u201d, <em>Journal of Physics A: Mathematical and Theoretical<\/em> 41, 224015 (2008).<\/li>\n\n<\/ol>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<div class=\"gtco-tab-content tab-content\" data-tab-content=\"2\">\n\t\t\t\t\t\t\t<div class=\"col-md-12\">\n\t\t\t\t\t\t\t\t<h2>Energy<\/h2>\n\t\t\t\t\t\t\t\t<ol>\n\n\n<li> <span style=\"color: #e8662b;\">Jiaman Wu<\/span>, <span style=\"color: #e8662b;\">Shangqing Cao<\/span>, Mark Hansen, and <span style=\"color: #e8662b;\">Marta C. Gonzalez<\/span>. Integrating urban air mobility into the power grid through smart charging solutions. Transportation Research Part C: Emerging Technologies, 179, 105281 (2025). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2026\/01\/UAM_TRC_2025.pdf\">PDF<\/a>]<\/li>\n\n<li> <span style=\"color: #e8662b;\">Jiaman Wu<\/span>, <span style=\"color: #e8662b;\">Ariel Solgado<\/span>, and <span style=\"color: #e8662b;\">Marta C. Gonzalez<\/span>. Planning the electric vehicle transition by integrating spatial information and social networks.\u201d Nature Communications (2025).[<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2026\/01\/NatComm25_EVSocNet.pdf\">PDF<\/a>][<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2026\/01\/NatComm25_EVSocNet_ESM.pdf\">SI<\/a>] <\/li>\n\n<li> <span style=\"color: #e8662b;\">Jiaman Wu<\/span>, Siobhan Powell, Yanyan Xu, Ram Rajagopal, and <span style=\"color: #e8662b;\">Marta C. Gonzalez<\/span>. \u201cPlanning charging stations for 2050 to support flexible electric vehicle demand considering individual mobility patterns.\u201d Cell Reports Sustainability (2024).[<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2024\/02\/JiamanWu_CellRepSus_EVs.pdf\">PDF<\/a>][<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2024\/02\/JiamanWu_CellRepSus_EVs_SI.pdf\">SI<\/a>] <\/li>\n\n<li> Chenbei Lu, <span style=\"color: #e8662b;\">Jiaman Wu<\/span>, Jingshi Cui, Yanyan Xu, Chenye Wu and <span style=\"color: #e8662b;\">Marta C. Gonzalez<\/span>, &#8220;Deadline Differentiated Dynamic EV Charging Price Menu Design&#8221;, IEEE Transactions on  Smart Grid 10, 1109 (2022). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/04\/Deadline_Differentiated_Dynamic_EV_Charging_Price_Menu_Design.pdf\">PDF<\/a>] <\/li>\n\n\n<li> Chen, Xi, Haihui Wang, Fan Wu, Yujie Wu,  <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Junshan Zhang. &#8220;Multi-Microgrids Load Balancing through EV Charging Networks.&#8221; <em>IEEE Internet of Things Journal <\/em> (2021).  [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2022\/02\/Multi-Microgrids_Load_Balancing_through_EV_Charging_Networks.pdf\">PDF<\/a>] <\/li>\n\n<li>Pena-Bello, Alejandro, <span style=\"color: #e8662b;\">Edward Barbour<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, Selin Yilmaz, Martin Kumar Patel, and David Parra. \u201cHow Does the Electricity Demand Profile Impact the Attractiveness of PV-Coupled Battery Systems Combining Applications?\u201d <em>Energies<\/em>, 13:15, 4038 (2020). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2021\/03\/How-Does-the-Electricity-Demand-Profile-Impact-the-Attractiveness-of-PV-Coupled-Battery-Systems-Combining-Applications.pdf\">PDF<\/a>]<\/li> \n\n<li>Pena-Bello, Alejandro, <span style=\"color: #e8662b;\">Edward Barbour<\/span>, <span style=\"color: #e8662b;\">M. C. Gonzalez<\/span>, Martin Kumar Patel, and David Parra. \u201cOptimized PV-coupled battery systems for combining applications: Impact of battery technology and geography.\u201d <em>Renewable and Sustainable Energy Reviews<\/em> 112 (2019): 978-990.<\/li>\n\n<li><span style=\"color: #e8662b;\">Barbour, Edward<\/span>, Carlos Cerezo Davila, Siddharth Gupta, Christoph Reinhart, Jasleen Kaur, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<span style=\"color: #e8662b;\"><strong>Planning for sustainable cities by estimating building occupancy with mobile phones<\/strong><\/span>.\u201d <em>Nature communications<\/em> 10, no. 1 (2019): 1-10.<\/li>\n\n<li><span style=\"color: #e8662b;\">Barbour, Edward<\/span>, and <span style=\"color: #e8662b;\">Marta Gonz\u00e1lez<\/span>. \u201cEnhancing household-level load forecasts using daily load profile clustering.\u201d <em>In Proceedings of the 5th Conference on Systems for Built Environments<\/em>, pp. 107-115. 2018.<\/li>\n\n<li><span style=\"color: #e8662b;\">Barbour, Edward<\/span>, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cProjecting battery adoption in the prosumer era.\u201d <em>Applied energy<\/em> 215 (2018): 356-370.<\/li>\n\n<li><span style=\"color: #e8662b;\">Barbour, Edward<\/span>, David Parra, Zeyad Awwad, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cCommunity energy storage: A smart choice for the smart grid?.\u201d <em>Applied energy<\/em> 212 (2018): 489-497. [<a href=\"\/wp-content\/uploads\/2020\/02\/community-energy-storage.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Xu, Yanyan<\/span>, <span style=\"color: #e8662b;\">Serdar \u00c7olak<\/span>, Emre C. Kara, Scott J. Moura, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<strong><span style=\"color: #e8662b;\">Planning for electric vehicle needs by coupling charging profiles with urban mobility<\/span><\/strong>.\u201d <em>Nature Energy<\/em> 3, no. 6 (2018): 484-493. [<a href=\"\/wp-content\/uploads\/2020\/02\/planningEVs_NatEn.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Qomi M.J.A.<\/span>, Noshadravan A., Sobstyl A., <span style=\"color: #e8662b;\">Toole J.<\/span>, Ferreira Jr. J., Pellenq R.J.M., Ulm F.J. and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cData Analytics for Simplifying Thermal Efficiency Planning\u201d,<em> J. Roy. Soc. Interface<\/em> 13, 20150971 (2016). [<a href=\"\/wp-content\/uploads\/2020\/02\/InterfaceCambridgeEnergyPlanning.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Halu A.<\/span>, Scala A., Khiyami A., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<strong><span style=\"color: #e8662b;\">Data-driven modeling of solar-powered urban microgrids<\/span><\/strong>\u201c, <em>Science Advances<\/em> 2(1), (2016). [<a href=\"\/wp-content\/uploads\/2020\/02\/Halu_galley_arda9pages.pdf\">PDF<\/a>]<\/li>\n\n<\/ol>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n<div class=\"gtco-tab-content tab-content\" data-tab-content=\"3\">\n\t\t\t\t\t\t\t<div class=\"col-md-12\">\n\t\t\t\t\t\t\t\t<h2>Humans<\/h2>\n\t\t\t\t\t\t\t\t<ol>\n\n<li>Vaitla, Bapu, Stefaan Verhulst, Linus Bengtsson, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, Rebecca Furst-Nichols, and Emily Courey Pryor. \u201cThe promise and perils of big gender data.\u201d&nbsp;<em>Nature Medicine<\/em> 26, no. 1 (2020): 17-18. [<a href=\"https:\/\/www.nature.com\/articles\/s41591-019-0712-z\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Sharon Xu<\/span>, <span style=\"color: #e8662b;\">Riccardo Di Clemente<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cMining urban lifestyles: urban computing, human behavior and recommender systems.\u201d Big Data Recommender Systems \u2013 Volume 2: Application Paradigms, p. 71-81 <\/li>\n\n<li><span style=\"color: #e8662b;\">Morse, Steven<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Natasha Markuzon. \u201cRole of persistent cascades in diffusion.\u201d <em>Physical Review E<\/em> 99, no. 1 (2019): 012323. [<a href=\"\/wp-content\/uploads\/2020\/02\/morse2019.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Di Clemente, Riccardo<\/span>, Miguel Luengo-Oroz, Matias Travizano, <span style=\"color: #e8662b;\">Sharon Xu<\/span>, Bapu Vaitla, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<strong><span style=\"color: #e8662b;\">Sequences of purchases in credit card data reveal lifestyles in urban populations<\/span><\/strong>.\u201d <em>Nature communications<\/em> 9, no. 1 (2018): 1-8. [<a href=\"\/wp-content\/uploads\/2020\/02\/Clemente_et_al-2018-Nature_Communications.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Alhasoun, Fahad<\/span>, Faisal Aleissa, May Alhazzani, Luis G. Moyano, Claudio Pinhanez, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<span style=\"color: #000000;\">.<\/span><\/span> \u201cAge density patterns in patients medical conditions: A clustering approach.\u201d <em>PLoS computational biology<\/em> 14, no. 6 (2018): e1006115. [<a href=\"https:\/\/journals.plos.org\/ploscompbiol\/article\/file?id=10.1371\/journal.pcbi.1006115&amp;type=printable\">PDF<\/a>]<\/li>\n\n<li>Florez, M., <span style=\"color: #e8662b;\">Shan Jiang<\/span>, Ruiqi Li, Carlos H. Mojica, S. A. Transmilenio, Ramiro A. Rios, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cMeasuring the impact of economic well being in commuting networks\u2013A case study of Bogota, Colombia.\u201d <em>In Proceedings of the Transportation Research Board 96th Annual Meeting<\/em>. Washington, DC, USA: Transportation Research Board. 2017 [<a href=\"\/wp-content\/uploads\/2020\/02\/17-03745_CP02_TRB17_bogota.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Morse, Steven<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonzalez<\/span>, and Natasha Markuzon. \u201cPersistent cascades: Measuring fundamental communication structure in social networks.\u201d In&nbsp;<i>2016 IEEE International Conference on Big Data (Big Data)<\/i>, pp. 969-975. IEEE, 2016. [PDF]<\/li>\n\n<li><span style=\"color: #e8662b;\">Fast, S.M.<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Markuzon N. \u201cCost-effective control of infectious disease outbreaks accounting for societal reaction\u201d,<em> PLoS ONE<\/em> 10(8), e0136059 (2015). [<a href=\"https:\/\/journals.plos.org\/plosone\/article\/file?id=10.1371\/journal.pone.0136059&amp;type=printable\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Toole J.L.<\/span>, Lin Y., Muehlegger E., Shoag D., <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Lazer D. \u201cTracking Employment Shocks using Mobile Phone Data\u201d, <em>J. R. Soc. Interface<\/em> 12, 20150185 (2015).<\/li>\n\n<li><span style=\"color: #e8662b;\">Fast S.M.<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, Wilson J.M., and Markuzon N. \u201cModeling the Propagation of Social Response during a Disease Outbreak.\u201d, <em>J. R. Soc. Interface<\/em> 12, 20141105 (2015). [<a href=\"\/wp-content\/uploads\/2020\/02\/20141105.Interface_SocRes.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Toole J.L. <\/span>, <span style=\"color: #e8662b;\">Herrera-Yague C.<\/span>, <span style=\"color: #e8662b;\">Schneider C.M.<\/span>, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cCoupling Human Mobility and Social Ties Social Ties\u201d, <em>Journal of The Royal Society Interface<\/em> 12(105), 20141128 (2015). [<a href=\"\/wp-content\/uploads\/2020\/02\/JRSI_CoupledMobility.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Herrera-Yague C.<\/span>, <span style=\"color: #e8662b;\">Schneider C.M.<\/span>, Couronne T., Smoreda Z., Benito R.M., Zu\fria P.J., and<span style=\"color: #e8662b;\"> Marta C. Gonz\u00e1lez<\/span>. \u201cThe Anatomy of Urban Social Networks and its Implications in the Searchability Problem\u201d, <em>Scientific Reports<\/em> 5, 10265 (2015). [<a href=\"\/wp-content\/uploads\/2020\/02\/srep10265UrbNets.pdf\">PDF<\/a>]<\/li>\n\n<li>Onnela J.-P., Arbesman S., <span style=\"color: #e8662b;\">Gonzalez M.C.<\/span>, Barabasi A.-L., and Christakis N.A. \u201cGeographic Constraints on Social Network Groups\u201d,<em> PLoS ONE<\/em> 6(4), e16939 (2011). [<a href=\"https:\/\/journals.plos.org\/plosone\/article\/file?id=10.1371\/journal.pone.0016939&amp;type=printable\">PDF<\/a>]<\/li>\n\n<li>Park J., Lee D.-S., and <span style=\"color: #e8662b;\">Gonzalez M.C.<\/span> \u201cThe Eigenmode Analysis of Human Motion\u201d,<em> Journal of Statistical Mechanics: Theory and Experiment<\/em> 2010(11), P11021 (2010).<\/li>\n\n<li>Wang P. and <span style=\"color: #e8662b;\">Gonzalez M.C.<\/span> \u201cUnderstanding Spatial Connectivity of Individuals with Nonuniform Population Density\u201d, <em>Philosophical Transactions A<\/em> 367, 3321-3329 (2009).<\/li>\n\n<li><span style=\"color: #e8662b;\">Gonzalez M.C.<\/span>, Herrmann H.J., Kertesz J., and Vicsek T. \u201cCommunity Structure and Ethnic Preferences in School Friendship Networks\u201d,<em> Physica A<\/em> 379, 307-316. (2007).<\/li>\n\n<\/ol>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<div class=\"gtco-tab-content tab-content\" data-tab-content=\"4\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"col-md-12\">\n\t\t\t\t\t\t\t\t<h2>Urban Science<\/h2>\n\t\t\t\t\t\t\t\t<ol>\n\n                                    \n<li> <span style=\"color: #e8662b;\">Aparimit Kasliwal<\/span>, <span style=\"color: #e8662b;\">Abdullah Alhadlaq<\/span>, <span style=\"color: #e8662b;\">Ariel Salgado<\/span>, Auroop Ganguly, and <span style=\"color: #e8662b;\">M Gonzalez<\/span> , &#8220;Hierarchical analysis of spreading dynamics in complex systems&#8221;, Computer\u2010Aided Civil and Infrastructure Engineering, 40:6223\u20136241 (2025). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2026\/01\/ComputeraidedCivilEng_Multiscale.pdf\">PDF<\/a>]<\/li>\n\n<li> <span style=\"color: #e8662b;\">Ay\u015fe Tu\u011fba \u00d6zt\u00fcrk<\/span>, <span style=\"color: #e8662b;\">Aparimit Kasliwal<\/span>, Helen Fitzmaurice, Olga Kavvada, Philippe Calvez, Ronald C. Cohen, <span style=\"color: #e8662b;\">M Gonzalez<\/span> , &#8220;A mesoscopic model of vehicular emissions informed by direct measurements and mobility science&#8221;, Sustainable Cities and Society, Volume 129, 2025,106421, ISSN 2210-6707. [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2025\/06\/1-s2.0-S2210670725002975-main.pdf\">PDF<\/a>] [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2025\/06\/Emissions_Paper_Supplementary_29May2025-2.pdf\">Supplementary Materials<\/a>]<\/li>\n\n<li> Rhoads, D., Rames, C., Sole-Ribalta, A., <span style=\"color: #e8662b;\">Gonzalez, M.C.<\/span>, Szell, M., &#038; Borge-Holthoefer, J. (2023). &#8220;Sidewalk networks: Review and outlook&#8221;. Computers, Environment and Urban Systems, 106, 102031. [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/09\/sidewalk_network2023.pdf\">PDF<\/a>] <\/li>\n<li> Xu, Y., Olmos, L.E., Mateo, D., Hernando, A., Yang, X., and <span style=\"color: #e8662b;\">Gonzalez, M.C.<\/span>,  &#8220;Urban dynamics through the lens of human mobility&#8221;. Nature Computational Science (2023). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/07\/urban_dynamics_lens_mobility.pdf\">PDF<\/a>] [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/07\/urban_dynamics_lens_mobility_SI.pdf\">Supplementary Materials<\/a>]<\/li>\n<li> Lukas Ambuhl, Monica Menendez and <span style=\"color: #e8662b;\">Marta C. Gonzalez<\/span>, &#8220;Understanding congestion propagation by combining percolation theory with the macroscopic fundamental diagram.&#8221;, Communications Physics 6, 1 (2023)[<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/04\/Understanding_congestion_propagation_by_combining_percolation_theory_with_the_macroscopic_fundamental_diagram.pdf\">PDF<\/a>]. <\/li>\n <li> Rybski, Diego, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. &#8220;Cities as complex systems\u2014Collection overview.&#8221; Plos one 17.2 (2022)  [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/05\/cities_as_complex.pdf\">PDF<\/a>]<\/li>\n <li> Ariel Salgado, Ziyun Yuan, Ines Caridi and <span style=\"color: #e8662b;\">Marta C. Gonzalez<\/span>, &#8220;Exposure to parks through the lens of urban mobility&#8221;, EPJ Data Science 11, 42 (2022) [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/04\/ExposureToParks.pdf\">PDF<\/a>] <\/li>\n\n <li> Y He, S Lindbergh, Y Ju, <span style=\"color: #e8662b;\">M Gonzalez<\/span> and J Radke, &#8220;Towards Resilient Critical Infrastructures: Understanding the Impact of Coastal Flooding on the Fuel Transportation Network in the San Francisco Bay&#8221;, ISPRS International Journal of Geo-Information 10(9), 573 (2022). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/04\/Towards_resilient_critical_infrastructures.pdf\">PDF<\/a>] <\/li>\n\n<li> Rhoads, Daniel, Albert Sol\u00e9-Ribalta,  <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and Javier Borge-Holthoefer. &#8220;A sustainable strategy for Open Streets in (post) pandemic cities.&#8221; <em> Communications Physics (2021): 1-12. <\/em>  [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2022\/02\/SideWalks_s42005-021-00688-z.pdf\">PDF<\/a>]<\/li>\n<li> Alhazzani, M., <span style=\"color: #e8662b;\">Alhasoun, F. <\/span>, Alawwad, Z., &amp; <span style=\"color: #e8662b;\">Gonz\u00e1lez M.<\/span>. &#8220;Urban attractors: Discovering patterns in regions of attraction in cities&#8221;. <em> Plos one, 16(4), e0250204.  <\/em> (2021) [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2022\/02\/journal.pone_.0250204.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Bal\u00e1zs Lengyel<\/span>, Eszter Bok\u00e1nyi, <span style=\"color: #e8662b;\">Riccardo Di Clemente<\/span>, J\u00e1nos Kert\u00e9sz, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span><span style=\"color: #777777;\">,&nbsp;  \u201cThe role of\ngeography in the complex diffusion of innovations\u201d, <em>Scientific Reports<\/em> 10:1, 1-11 (2020).  [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2021\/03\/the-role-of-geography-in-the-complex-diffusion-of-innovations.pdf\">PDF<\/a>] [<a href=\"https:\/\/static-content.springer.com\/esm\/art%3A10.1038%2Fs41598-020-72137-w\/MediaObjects\/41598_2020_72137_MOESM1_ESM.pdf\">Supplementary Materials<\/a>]<\/span><\/li> \n\n<li><span style=\"color: #e8662b;\">Xu, Yanyan<\/span>, <span style=\"color: #e8662b;\">Luis E. Olmos<\/span>, Sofiane Abbar, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201c<strong><span style=\"color: #e8662b;\">Deconstructing laws of accessibility and facility distribution in cities<\/span><\/strong>.\u201d&nbsp;<i>Science Advances<\/i> 6, no. 37 (2020): eabb4112. [<a href=\"\/wp-content\/uploads\/2020\/09\/SciAdv_Xu_2020.pdf\">PDF<\/a>] [<a href=\"\/wp-content\/uploads\/2020\/09\/SciAdv_Xu_2020_SI.pdf\">Supplementary Materials<\/a>]<\/li>\n\n<li>Marco De Nadai, <span style=\"color: #e8662b;\">Yanyan Xu<\/span>, Emmanuel Letouz\u00e9, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span><span style=\"color: #777777;\">, <span style=\"color: #666666;\">Bruno Lepri, \u201c<\/span><\/span>Socio-economic, built environment, and mobility conditions associated with crime: A study of multiple cities\u201d <em>Scientific Reports<\/em>, 10, 13871 (2020). [<a href=\"\/wp-content\/uploads\/2020\/08\/DeNadai_SciRep20.pdf\">PDF<\/a>] [<a href=\"https:\/\/static-content.springer.com\/esm\/art%3A10.1038%2Fs41598-020-70808-2\/MediaObjects\/41598_2020_70808_MOESM1_ESM.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Supplementary Materials<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Olmos L.E.<\/span>, Tadeo M.S., <span style=\"color: #e8662b;\">Vlachogiannis D.<\/span>, <span style=\"color: #e8662b;\">Alhasoun F.<\/span>, Espinet X., Ochoa C., Targa F. and&nbsp;<span style=\"color: #e8662b;\">Gonz\u00e1lez, M.C.<\/span> &#8220;A data science framework for planning the growth of bicycle infrastructures&#8221;.&nbsp;<em>Transportation Research Part C: Emerging Technologies<\/em>, Volume 115, June 2020, 102640 [<a href=\"\/wp-content\/uploads\/2020\/04\/Olmos_TRC20.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Fahad Alhasoun<\/span> and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cStreetify: Using Street View Imagery And Deep Learning For Urban Streets Development.\u201d <em>2019 IEEE International Conference on Big Data, Los Angeles, CA. <\/em>[<a href=\"https:\/\/arxiv.org\/abs\/1911.08007\">arXiv:1911.08007<\/a>]<\/li>\n\n<li> <span style=\"color: #e8662b;\">Xu, S.<\/span>, <span style=\"color: #e8662b;\">Di Clemente, R<\/span>, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; \u201c  Mining urban lifestyles: urban computing, human behavior and recommender systems &#8221; <em>  Big Data Recommender Systems &#8211; Volume 2: Application Paradigms <\/em> (pp 71-81)(2019). [<a href=\"https:\/\/digital-library.theiet.org\/content\/books\/pc\/pbpc035g\">eBook<\/a>] <\/li> \n\n<li>De Nadai, M., E. Letouze, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; \u201c Characterizing and analyzing urban dynamics in Bogota &#8221; <em>  FD Research Paper Series <\/em>, No. 2018-70 (2018). [<a href=\"https:\/\/www.afd.fr\/en\/ressources\/characterizing-and-analyzing-urban-dynamics-bogota\">PDF<\/a>] <\/li> \n\n<li><span style=\"color: #e8662b;\">Albert, Adrian<\/span>, <span style=\"color: #e8662b;\">Emanuele Strano<\/span>, Jasleen Kaur, and <span style=\"color: #e8662b;\">Marta Gonzalez<\/span>. \u201cThe dark side of the Earth: benchmarking lighting access for all cities on Earth and the CityNet dataset.\u201d <em>In ACM Conference on Knowledge Discovery in Databases (KDD) Workshop on Urban Computing (UrbComp)<\/em>. 2018.<\/li>\n\n<li><span style=\"color: #e8662b;\">Albert, Adrian<\/span>, <span style=\"color: #e8662b;\">Emanuele Strano<\/span>, Jasleen Kaur, and <span style=\"color: #e8662b;\">Marta Gonz\u00e1lez<\/span>. \u201cModeling urbanization patterns with generative adversarial networks.\u201d In <em>IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium<\/em>, pp. 2095-2098. IEEE, 2018.<\/li>\n\n<li><span style=\"color: #ff6600;\">Paldino, S.<\/span>, Bojic, I., Sobolevsky, S., Ratti, C. and <span style=\"color: #ff6600;\">Marta C. Gonz\u00e1lez<\/span>. \u201cUncovering urban temporal patterns from geo-tagged Photography\u201d, <em>PLoS ONE<\/em> 12(11), e0165753 (2016). [<a href=\"\/wp-content\/uploads\/2020\/02\/PONE-D-16-22967_R1.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Paldino, S.<\/span>, Bojic, I., Sobolevsky, S., Ratti, C. and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cUrban magnetism through the lens of geo-tagged photography\u201d, <em>EPJ Data Science<\/em> 4(1), 1-17 (2015).<\/li>\n\n<li>Widhalm P.,<span style=\"color: #e8662b;\"> Yang Y.<\/span>, Ulm M., Athavale S. and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cDiscovering urban activity patterns in cell phone data\u201d, <em>Transportation<\/em> 42, 597-623 (2015). [<a href=\"\/wp-content\/uploads\/2020\/02\/transportation.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Wang P.<\/span>, Liu L., Li X., Li G. and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cEmpirical Study of Long-range Connections in a Road Network Offers New Ingredient for Navigation Optimization Models\u201d, <em>New Journal of Physics<\/em> 16, 013012 (2014). [<a href=\"\/wp-content\/uploads\/2020\/02\/LongRange.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Jiang S.<\/span>, Ferreira Jr J., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cClustering Daily Patterns of Human Activities in the City\u201d, <em>Data Mining and Knowledge Discovery<\/em> 25, 478-510 (2012). [<a href=\"\/wp-content\/uploads\/2020\/02\/DAMIJiang.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\"> Toole J.L.<\/span>, Cha M., and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cModeling the Adoption of Innovations in the Presence of Geographic and Media Influences\u201d, <em>PLoS ONE<\/em> 7 (1), e29528 (2012). [<a href=\"https:\/\/journals.plos.org\/plosone\/article\/file?id=10.1371\/journal.pone.0029528&amp;type=printable\">PDF<\/a>]<\/li>\n\n<\/ol>\n<\/div>\n\t\t\t\t\t\t<\/div>\n<div class=\"gtco-tab-content tab-content\" data-tab-content=\"5\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<div class=\"col-md-12\">\n\t\t\t\t\t\t\t\t<h2>Climate Change &amp; AI<\/h2>\n<ol>\n\n<li><span style=\"color: #e8662b;\">Minho Kim<\/span>, Marc Castellnou and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. (2025).  Modeling potential fire spread polygons and networks for suppression strategies. International Journal of Disaster Risk Reduction. 105853. [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2026\/01\/IJDRR_FirePolygons_2025.pdf\">PDF<\/a>][<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2026\/01\/IJDRR_FirePolygons_2025_SI.pdf\">SI<\/a>][<a href=\"https:\/\/github.com\/humnetlab\/firepolygons\">Code<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Minho Kim<\/span>, <span style=\"color: #e8662b;\">Cristobal Pais<\/span> and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. (2025).  Fire spread simulations using Cell2Fire on synthetic and real landscapes. Scientific Reports. 15, 25173. [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2025\/07\/s41598-025-05706-6.pdf\">PDF<\/a>][<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2025\/07\/41598_2025_5706_MOESM1_ESM-2.pdf\">SI<\/a>][<a href=\"https:\/\/github.com\/humnetlab\/Cell2Fire\">Code<\/a>]<\/li>\n    \n<li>Wenxuan Guo, Zhaoping Hu, Ling Jin, Yanyan Xu and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. (2025). DeepAir: Deep learning and satellite imagery to estimate high-resolution PM2. 5 at scale. Machine Learning: Science and Technology.[<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2025\/03\/Guo_2025_Mach._Learn.__Sci._Technol._6_015057.pdf\">PDF<\/a>]<\/li>\n\n<li> <span style=\"color: #e8662b;\">Cristobal Pais<\/span>, <span style=\"color: #e8662b;\">Minho Kim<\/span>, John Radke, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; An interdisciplinary data-science approach to managing natural hazards risk&#8221;. ArXiv (2024). [<a href=\"https:\/\/arxiv.org\/abs\/2407.07270\">PDF<\/a>] <\/li> \n\n<li> <span style=\"color: #e8662b;\">Ariel Salgado<\/span>, Yiyi He, John Radke, Auroop Ganguly, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez.<\/span>. \u201cDimension Reduction Approach for Understanding Resource-Flow Resilience to Climate Change. Communication Physics 7, 192 (2024). <\/li> [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2024\/06\/s42005-024-01664-z.pdf\">PDF<\/a>][<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2024\/05\/supplementary_material.pdf\">Supplementary Materials<\/a>]\n\n<li> <span style=\"color: #e8662b;\">Pais, C.<\/span>, Gonzalez-Olabarria, J.R., Elimbi Moudio, P., Garcia-Gonzalo, J., <span style=\"color: #e8662b;\">Gonz\u00e1lez, M.C.<\/span>,  &#038; Shen, Z-J M.  Global scale coupling of pyromes and fire regimes. Commun Earth Environ 4, 267 (2023). <\/li> [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/08\/Pais_global_scale_coupling.pdf\">PDF<\/a>][<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2023\/08\/Pais_SI_global_scale_coupling.pdf\">Supplementary Materials<\/a>]\n\n<li> He, Yiyi, <span style=\"color: #e8662b;\">Sarah Lindbergh<\/span>, Yang Ju,  <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>, and John Radke. &#8220;Towards Resilient Critical Infrastructures: Understanding the Impact of Coastal Flooding on the Fuel Transportation Network in the San Francisco Bay&#8221;. <em> ISPRS International Journal of Geo-Information 10, no. 9 <\/em>  (2021): 573.[<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2022\/02\/towards_resilient_critical.pdf\">PDF<\/a>]\n\n<\/li><li> <span style=\"color: #e8662b;\">Cristobal Pais<\/span>, Jose-Ramon Gonzalez, <span style=\"color: #e8662b;\">Pelagie Moudio<\/span>,Jordi Garcia-Gonzalo, <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; \u201cUnderstanding global fire regimes using Artificial Intelligence (Papers Track)&#8221; <em>  NeurIPS 2020 Workshop Tackling Climate Change with Machine Learning <\/em> 1-14 (2020). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2021\/08\/paperNEURIPS_Cris.pdf\">PDF<\/a>] <\/li> \n\n<li><span style=\"color: #e8662b;\">Vlachogiannis, Dimitros<\/span> and <span style=\"color: #e8662b;\">Yanyan Xu<\/span> and Jin Ling and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>.&nbsp; \u201cCorrelation networks of air particulate matter (PM2:5): a comparative study&#8221; <em>  Applied Network Science 6(1) <\/em> 1-18 (2021). [<a href=\"http:\/\/humnetlab.berkeley.edu\/wp-content\/uploads\/2021\/03\/Xu2021_Article_UnderstandingVehicularRoutingB.pdf\">PDF<\/a>] <\/li> \n\n<li><span style=\"color: #e8662b;\">Nelson, Andrew<\/span>, Sarah Lindbergh, Lucy Stephenson, Jeremy Halpern, Fatima Arroyo Arroyo, Xavier Espinet, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cCoupling natural hazard estimates with road network analysis to assess vulnerability and risk: case study of Freetown (Sierra Leone).\u201d <em>Transportation research record<\/em> 2673, no. 8 (2019): 11-24.<\/li>\n\t\t\t\t\t\t\t\t\n<li><span style=\"color: #e8662b;\">Xu, Yanyan<\/span>, <span style=\"color: #e8662b;\">Shan Jiang<\/span>, Ruiqi Li, Jiang Zhang, Jinhua Zhao, Sofiane Abbar, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cUnraveling environmental justice in ambient PM2. 5 exposure in Beijing: A big data approach.\u201d <em>Computers, Environment and Urban Systems<\/em> 75 (2019): 12-21.<\/li>\n\n<li><span style=\"color: #e8662b;\">Kalila, Adham<\/span>, Zeyad Awwad, <span style=\"color: #e8662b;\">Riccardo Di Clemente<\/span>, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cBig Data Fusion to Estimate Urban Fuel Consumption: A Case Study of Riyadh.\u201d <em>Transportation Research Record<\/em> 2672, no. 24 (2018): 49-59. [<a href=\"\/wp-content\/uploads\/2020\/02\/trbriyadh-2.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Xu, Yanyan<\/span>, Ruiqi Li, <span style=\"color: #e8662b;\">Shan Jiang<\/span>, Jiang Zhang, and <span style=\"color: #e8662b;\">Marta C. Gonz\u00e1lez<\/span>. \u201cClearer skies in Beijing\u2013revealing the impacts of traffic on the modeling of air quality.\u201d In <em>The 96th Annual Meeting of Transportation Research Board<\/em>, Washington DC, Paper, no. 17-05211. 2017. [<a href=\"\/wp-content\/uploads\/2020\/02\/air-quality-trd.pdf\">PDF<\/a>]<\/li>\n\n<li><span style=\"color: #e8662b;\">Albert, Adrian<\/span>, Jasleen Kaur, and <span style=\"color: #e8662b;\">Marta C. Gonzalez<\/span>. \u201cUsing convolutional networks and satellite imagery to identify patterns in urban environments at a large scale.\u201d In&nbsp;<i>Proceedings of the 23rd ACM SIGKDD international conference on knowledge discovery and data mining<\/i>, pp. 1357-1366. 2017. [PDF]<\/li>\n\n<\/ol>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>*See Google Scholar for a list of all publications.**HuMNet members are colored by orange. MMobility EEnergy HHumans UUrban Science CClimate Change &amp; AI Mobility Ruiting Wang, Jiaman Wu, Fabio Paparella, Scott Moura, Marta C. Gonz\u00e1lez. &#8220;Sink Proximity: A Novel Approach for Online Vehicle Dispatch in Ride-hailing&#8221;. IEEE Transactions on Intelligent Vehicles (2026). [PDF] Shangqing Cao,&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-102","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.1.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Publications - HuMNet Lab<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/humnetlab.berkeley.edu\/index.php\/publications\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Publications - HuMNet Lab\" \/>\n<meta property=\"og:description\" content=\"*See Google Scholar for a list of all publications.**HuMNet members are colored by orange. MMobility EEnergy HHumans UUrban Science CClimate Change &amp; AI Mobility Ruiting Wang, Jiaman Wu, Fabio Paparella, Scott Moura, Marta C. Gonz\u00e1lez. &#8220;Sink Proximity: A Novel Approach for Online Vehicle Dispatch in Ride-hailing&#8221;. IEEE Transactions on Intelligent Vehicles (2026). 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