High-Performance Computing

Human Behavior featured image

Human Behavior

Why should we study human behavior? Picture this. It’s an average day. You wake up, brush your teeth, make coffee, and get ready for work. If you have a kid, you get them ready to …

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Human Dimensions of Energy Systems

Leadership Co-led a team of 5 researchers for 1.5 years of the project. Mentored a postdoctoral researcher and guided development of interactive visualization tools for the …

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A Data-Driven Approach to Nation-Scale Building Energy Modeling featured image

A Data-Driven Approach to Nation-Scale Building Energy Modeling

High-level workflow for large-scale building simulation with AutoBEM: The bottom part of the workflow represents the overall workflow while the top portion provides more detail …

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Andreas Berres
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Distribution of potential savings from urban-scale energy modeling of a utility featured image

Distribution of potential savings from urban-scale energy modeling of a utility

Comparison of annual electricity savings for different vintages (color) and energy conservation measures.

Brett Bass
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A Mobility-Driven Approach to Modeling Building Energy featured image

A Mobility-Driven Approach to Modeling Building Energy

Left: The traffic simulation area (yellow) within the Chicago area (red). Middle: Simulated buildings in the Chicago Loop (blue). Right: 3D rendering of buildings in the Chicago …

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Andreas Berres
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Regional-scale Spatio-Temporal Analysis of Impacts of Weather on Traffic Speed in Chicago using Probe Data featured image

Regional-scale Spatio-Temporal Analysis of Impacts of Weather on Traffic Speed in Chicago using Probe Data

Codes plot after Self-Organizing Maps classification with fan plots in a node representing magnitude of weather attributes (a), and 5 different weather clusters (b).

Kuldeep Kurte
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Performance analysis and optimization for scalable deployment of deep learning models for country-scale settlement mapping on Titan supercomputer featured image

Performance analysis and optimization for scalable deployment of deep learning models for country-scale settlement mapping on Titan supercomputer

Meanshift clustering based Image workload partitioning. Different clusters are represented by different colors. Images belongs to a cluster will be assigned to an independent job. …

Kuldeep Kurte
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An Evaluation of the Ocean and Sea Ice Climate of E3SM Using MPAS and Interannual CORE-II Forcing featured image

An Evaluation of the Ocean and Sea Ice Climate of E3SM Using MPAS and Interannual CORE-II Forcing

Meridional heat transport (MHT) as a function of latitude for two resolutions, compared to mean reanalysis climatology from NCEP and ECMWF (Trenberth & Caron, 2001), for the globe …

Mark R. Petersen
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Ramifications of Evolving Misbehaving Convolutional Neural Network Kernel and Batch Sizes featured image

Ramifications of Evolving Misbehaving Convolutional Neural Network Kernel and Batch Sizes

Building footprint detection. This depicts detected building footprints, highlighted in purple, by applying a CNN model to satellite imagery.

Mark Coletti
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