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EE PMP 559 (Spring 2019): Data Science for Power Systems
This page contains links and descriptions for EE 559 homework assignments
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Posts
Future Blog Post
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This post will show up by default. To disable scheduling of future posts, edit config.yml and set future: false.
Blog Post number 4
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 3
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 2
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
notebooks
Visualizing curbside parking demand in Seattles Belltown neighborhhood
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In this notebook we convert WSG84 latitude-longitudes to a 2-D web Mercator projection for the purpose of animating demand for curbside parking in downtown Seattle over time. The notebook can be viewed online and the full code and dataset can be downloaded below.
Download here
Linear Regression and Gradient Descent
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This notebook is an self-assesment exercise in using Jupyter and NumPy tools to do basic linear regression for EE PMP 559 Data Science for Power Systems, Spring 2019.
Download here
L1, L2 Loss Functions and Regression
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This notebook explores how choosing different loss functions influences the results of linear regression, and how to incorporate bias. EE PMP 559 Data Science for Power Systems, Spring 2019
Download here
Linear Regression and DC Power Flow
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This notebook explores the application of linear regression to state estimation in the DC power flow problem. EE PMP 559, Spring 2019
Download here
Regression and Time Series Prediction: Training and Testing
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This notebook explores the application of regression to time series prediction. EE PMP 559, Spring 2019
Download here
Practical Classification: Logistic Regression
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This notebook explores the implementation of basic classification algorithms. EE PMP 559, Spring 2019
Download here
Practical Classification: Support Vector Machines
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This notebook explores the implementation of basic classification algorithms. EE PMP 559, Spring 2019
Download here
Classification: SVM Kernels
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This notebook explores the usages of kernel functions in SVM classification. EE PMP 559, Spring 2019
Download here
publications
Jargon and graph modularity on twitter
Published in In the proceedings of 2013 IEEE International Conference on Intelligence and Security Informatics, 2013
Recommended citation: Chase Dowling, Courtney Corley, Robert Farber, William Reynolds, "Jargon and graph modularity on twitter." In the proceedings of 2013 IEEE International Conference on Intelligence and Security Informatics, 2013. https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6578833
Social sensor analytics: Measuring phenomenology at scale
Published in In the proceedings of 2013 IEEE International Conference on Intelligence and Security Informatics, 2013
Recommended citation: Courtney Corley, Chase Dowling, Stuart Rose, Taylor McKenzie, "Social sensor analytics: Measuring phenomenology at scale." In the proceedings of 2013 IEEE International Conference on Intelligence and Security Informatics, 2013. https://ieeexplore.ieee.org/document/6578787
Sociolect-based community detection
Published in In the proceedings of 2013 IEEE International Conference on Intelligence and Security Informatics, 2013
Recommended citation: William Reynolds, William Salter, Robert Farber, Courtney Corley, Chase Dowling, William Beeman, Lynn Smith-Lovin, Joon Choi, "Sociolect-based community detection." In the proceedings of 2013 IEEE International Conference on Intelligence and Security Informatics, 2013. https://ieeexplore.ieee.org/document/6578823
Assessment of user home location geoinference methods
Published in In the proceedings of 2015 IEEE International Conference on Intelligence and Security Informatics (ISI), 2015
Recommended citation: Joshua Harrison, Eric Bell, Court Corley, Chase Dowling, Andrew Cowell, "Assessment of user home location geoinference methods." In the proceedings of 2015 IEEE International Conference on Intelligence and Security Informatics (ISI), 2015. https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7165957
Informatics Approaches to Data Preservation and Analysis in Protein Electrostatics
Published in Biophysical Journal, 2015
Recommended citation: Nathan Baker, Chase Dowling, Luke Gosink, Trenton Pulsipher, Susanna-Assunta Sansone, "Informatics Approaches to Data Preservation and Analysis in Protein Electrostatics." Biophysical Journal, 2015. https://www.cell.com/biophysj/fulltext/S0006-3495(14)03236-6
Social sensor analytics: Making sense of network models in social media
Published in In the proceedings of 2015 IEEE International Conference on Intelligence and Security Informatics (ISI), 2015
Recommended citation: Chase Dowling, Joshua Harrison, Arun Sathanur, Landon Sego, Courtney Corley, "Social sensor analytics: Making sense of network models in social media." In the proceedings of 2015 IEEE International Conference on Intelligence and Security Informatics (ISI), 2015. https://ieeexplore.ieee.org/document/7165956
To observe or not to observe: Queuing game framework for urban parking
Published in In the proceedings of 2016 IEEE 55th Conference on Decision and Control (CDC), 2016
Recommended citation: Lillian Ratliff, Chase Dowling, Eric Mazumdar, Baosen Zhang, "To observe or not to observe: Queuing game framework for urban parking." In the proceedings of 2016 IEEE 55th Conference on Decision and Control (CDC), 2016. https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7799079
Optimizing curbside parking resources subject to congestion constraints
Published in In the proceedings of 2017 IEEE 56th Annual Conference on Decision and Control (CDC), 2017
Recommended citation: Chase Dowling, Tanner Fiez, Lillian Ratliff, Baosen Zhang, "Optimizing curbside parking resources subject to congestion constraints." In the proceedings of 2017 IEEE 56th Annual Conference on Decision and Control (CDC), 2017. https://ieeexplore.ieee.org/document/8264412
Using social media to predict the future: a systematic literature review
Published in arXiv preprint arXiv:1706.06134, 2017
Recommended citation: Lawrence Phillips, Chase Dowling, Kyle Shaffer, Nathan Hodas, Svitlana Volkova, "Using social media to predict the future: a systematic literature review." arXiv preprint arXiv:1706.06134, 2017. https://arxiv.org/abs/1706.06134
Coincident Peak Prediction Using a Feed-Forward Neural Network
Published in In the proceedings of 2018 IEEE Global Conference on Signal and Information Processing (GlobalSIP), 2018
Recommended citation: Chase Dowling, Daniel Kirschen, Baosen Zhang, "Coincident Peak Prediction Using a Feed-Forward Neural Network." In the proceedings of 2018 IEEE Global Conference on Signal and Information Processing (GlobalSIP), 2018. https://ieeexplore.ieee.org/document/8646654
Data Driven Spatio-Temporal Modeling of Parking Demand
Published in In the proceedings of 2018 Annual American Control Conference (ACC), 2018
Recommended citation: Tanner Fiez, Lillian Ratliff, Chase Dowling, Baosen Zhang, "Data Driven Spatio-Temporal Modeling of Parking Demand." In the proceedings of 2018 Annual American Control Conference (ACC), 2018. https://ieeexplore.ieee.org/document/8431681
Mitigation of Coincident Peak Charges via Approximate Dynamic Programming
Published in In the proceedings of 2019 IEEE 58th Conference on Decision and Control (CDC), 2019
Recommended citation: Chase Dowling, Baosen Zhang, Mitigation of Coincident Peak Charges via Approximate Dynamic Programming. In the proceedings of 2019 IEEE 58th Conference on Decision and Control (CDC), 2019.
Modeling curbside parking as a network of finite capacity queues
Published in To appear in IEEE Transactions on Intelligent Transportation Systems, 2019
Recommended citation: Chase Dowling, Lillian Ratliff, Baosen Zhang, "Modeling curbside parking as a network of finite capacity queues." To appear in IEEE Transactions on Intelligent Transportation Systems, 2019. https://ieeexplore.ieee.org/document/8663628
Automated Adversary Emulation for Cyber-Physical Systems via Reinforcement Learning
Published in In the proceedings of 2020 IEEE International Conference on Intelligence and Security Informatics (ISI), 2020
Use Google Scholar for full citation
Recommended citation: Arnab Bhattacharya, Thiagarajan Ramachandran, Sandeep Banik, Chase Dowling, Shaunak Bopardikar, "Automated Adversary Emulation for Cyber-Physical Systems via Reinforcement Learning." In the proceedings of 2020 IEEE International Conference on Intelligence and Security Informatics (ISI), 2020.
Transfer learning for HVAC system fault detection
Published in In the proceedings of 2020 American Control Conference (ACC), 2020
Use Google Scholar for full citation
Recommended citation: Chase Dowling, Baosen Zhang, "Transfer learning for HVAC system fault detection." In the proceedings of 2020 American Control Conference (ACC), 2020.
talks
Parking and congestion modeling
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Optimal Dynamic Curbside Zoning
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