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Dr. Colleen P. Bailey

Assistant Professor

University of North Texas

Department of Electrical Engineering

(940) 891-6874

Email: Colleen.Bailey@unt.edu

Education

  • PhD, State University of New York at Buffalo, 2017
    Major: Electrical Engineering
    Specialization: Research in Signal and Image Processing
    Dissertation: New Techniques for Blind Modulation Detection and Multimedia Data Hiding
  • MS, State University of New York at Buffalo, 2012
    Major: Electrical Engineering
    Specialization: Communication Systems
  • BS, Rensselaer Polytechnic Institute, 2010
    Major: Electrical Engineering
    Specialization: Communications Systems and Control Systems

Professional Positions

    Academic - Post-Secondary

  • Assistant Professor, University of North Texas. University of North Texas. (2019 - Present).
  • Lecturer, University of North Texas. University of North Texas. (2017 - 2019).

Professional Memberships

  • Order of the Engineer. (2020 - Present).
  • IEEE HKN. (2019 - Present).
  • SPIE. (2019 - Present).
  • IEEE. (2008 - Present).

Teaching

Teaching Experience

    University of North Texas

  • EENG 2610 - Circuit Analysis, 7 courses.
  • EENG 2611 - Circuit Analysis Lab, 4 courses.
  • EENG 2710 - Digital Logic Design, 8 courses.
  • EENG 2711 - Digital Logic Design Lab, 6 courses.
  • EENG 2905 - Engineering Tools, 2 courses.
  • EENG 2920 - Analog and Digital Circuit Design Project, 2 courses.
  • EENG 2980 - Experimental Course, 4 courses.
  • EENG 3510 - Electronics I (Devices and Materials), 2 courses.
  • EENG 3511 - Electronics I Lab, 1 course.
  • EENG 3920 - Modern Communication System Design Project, 8 courses.
  • EENG 4010 - Topics in Electrical Engineering, 1 course.
  • EENG 4900 - Special Problems in Electrical Engineering, 2 courses.
  • EENG 4980 - Experimental Course, 1 course.
  • EENG 5890 - Directed Study, 7 courses.
  • EENG 5900 - Special Problems, 1 course.
  • EENG 5932 - Internship, 1 course.
  • EENG 5940 - Advanced Topics in Electrical Engineering, 2 courses.
  • EENG 5950 - Master's Thesis, 12 courses.
  • EENG 6940 - Individual Research, 2 courses.
  • EENG 6950 - Doctoral Dissertation, 7 courses.

Teaching at Other Institutions

  • University of Buffalo, EE 202 Circuit Analysis, Summer 2012.

Non-Credit Instruction

  • Workshop, (January 2021).
  • Review Course, (August 2019).

Directed Student Learning

  • Other (Senior Design Technical Advisor), "Ultimate Solar Sign," Electrical Engineering. (August 2023).
  • Supervised Research, Electrical Engineering. (August 2023).
  • Supervised Research, Electrical Engineering. (August 2023).
  • Supervised Research, Electrical Engineering. (August 2023).
  • Supervised Research, Computer Science and Engineering. (June 2023).
  • Master's Thesis Committee Chair, Electrical Engineering. (January 2023).
  • Dissertation Committee Chair, Electrical Engineering. (August 2022).
  • Master's Thesis Committee Chair, Electrical Engineering. (August 2022).
  • Master's Thesis Committee Chair, Electrical Engineering. (August 2020).
  • Master's Thesis Committee Chair, Electrical Engineering. (August 2020).
  • Other (Senior Design Technical Advisor), "Wireless Image Sharing Utilizing the Low-Cost OpenFlexure Microscope – UNT V.1," Electrical Engineering. (February 2023 - December 2023).
  • Master's Thesis Committee Chair, "Neural Network Classifiers for Object Detection in Optical and Infrared Images," Electrical Engineering. (August 2022 - December 2023).
  • Other (Senior Design Technical Advisor), "Small Homogeneous Landing Field Handlers (SHLFH)," Electrical Engineering. (August 2022 - May 2023).
  • Other (Senior Design Technical Advisor), "Classifying the Devil in the Dust: Edge AI," Electrical Engineering. (October 2021 - December 2022).
  • Master's Thesis Committee Chair, "Applications of Machine Learning for remote sensing and environmental monitoring," Electrical Engineering. (August 2021 - December 2022).
  • Master's Thesis Committee Chair, "Machine Learning Improvements for Data Partitioning and Classification Applied to Cardiac Arrhythmia Signals," Electrical Engineering. (January 2021 - December 2022).
  • Master's Thesis Committee Chair, "Efficient Convolutional Neural Networks for Image Processing Applications," Electrical Engineering. (May 2021 - August 2022).
  • Master's Thesis Committee Chair, "Advances to Convolutional Neural Network Architectures for Prediction and Classification with Applications in the First Dimensional Space," Electrical Engineering. (August 2020 - August 2022).
  • Other (Senior Design Technical Advisor), "BC-ViT: Improving Underwater Recognition for Retreival Systems," Electrical Engineering. (August 2021 - May 2022).
  • Dissertation Committee Chair, "Advanced Distributed Optimization and Control Algorithms: Theory and Applications," Electrical Engineering. (August 2019 - May 2022).
  • Other (Senior Design Technical Advisor), "Low-cost Blood Oxygen Sensing Ventilator for Covid-19 Patients," Electrical Engineering. (January 2021 - December 2021).
  • Other (Senior Design Technical Advisor), "Integrated Analog Multi-FX Pedal," Electrical Engineering. (January 2021 - December 2021).
  • Master's Thesis Committee Chair, "Small-Scale Dual Path Network for Image Classification and Machine Learning Applications to Color Quantization," Electrical Engineering. (August 2020 - December 2021).
  • Master's Thesis Committee Chair, Electrical Engineering. (August 2020 - December 2021).
  • Dissertation Committee Chair, "The Convolutional Recurrent Structure in Computer Vision Applications," Electrical Engineering. (August 2019 - December 2021).
  • Master's Thesis Committee Chair, Electrical Engineering. (August 2020 - August 2021).
  • Master's Thesis Committee Chair, "Traditional and Deep Learning Approaches to Color Image Compression and Pattern Recognition Problems," Electrical Engineering. (January 2020 - August 2021).
  • Other (Senior Design Technical Advisor), "Automatic Quantity Identification System," Electrical Engineering. (August 2020 - May 2021).
  • Other (Senior Design Technical Advisor), "Motorcycle Vehicle Detection System," Electrical Engineering. (August 2020 - May 2021).
  • Other (Senior Design Technical Advisor), "Gesture Understanding Mitt," Electrical Engineering. (August 2020 - May 2021).
  • Other (Senior Design Technical Advisor), "Automatic Tread Identification System," Electrical Engineering. (January 2020 - December 2020).
  • Other (Senior Design Technical Advisor), "Micro-Scale Mobile Free Space Optical Transceiver," Electrical Engineering. (August 2019 - May 2020).
  • Other (Senior Design Technical Advisor), "Aviation Training Systems (ATS) Device," Electrical Engineering. (August 2019 - May 2020).
  • Master's Thesis Committee Member, "A Feasibility Study of Cellular Communication and Control of Unmanned Arial Vehicles," Electrical Engineering. (December 2019).
  • Other (Senior Design Technical Advisor), "Wireless Health Monitoring System," Electrical Engineering. (January 2019 - December 2019).
  • Other (Senior Design Technical Advisor), "Machine Learning Integrated HVAC Weather Analysis and Detection System," Electrical Engineering. (January 2019 - December 2019).
  • Master's Thesis Committee Member, "Mesh Networking for Inter-UAV Communications," Electrical Engineering. (May 2019).
  • Other (Senior Design Technical Advisor), "Machine Learning Application to Hydraulic Fracturing," Electrical Engineering. (August 2018 - May 2019).
  • Other (Senior Design Technical Advisor), "MSP-432 Laboratory Multi-tool," Electrical Engineering. (January 2018 - December 2018).
  • Other (Senior Design Technical Advisor), "Dual Renewable Power Generation System," Electrical Engineering. (January 2018 - December 2018).

Awards and Honors

  • IEEE-HKN C. Holmes MacDonald Outstanding Teaching Award, IEEE-HKN. (July 2023).
  • UNE CENG Faculty Teaching Award, UNT CENG. (May 5, 2023).
  • Big Data: Learning, Analytics, and Applications V Best Student Paper, SPIE. (May 2023).
  • Multimodal Image Exploitation and Learning 2023 Best Paper, SPIE. (May 2023).
  • IEEE R5 Outstanding Student Branch Counselor, IEEE. (April 22, 2023).
  • IEEE STEM Ambassador/Champion, IEEE. (2022).
  • UNT Advisor of the Year Eagle Award, UNT. (2022).
  • IEEE VoLT Graduate 2021, IEEE. (December 2021).
  • SPIE Community Champion 2020, SPIE. (2021).
  • IEEE R5 Outstanding Student Branch Counselor, IEEE. (April 4, 2020).
  • GE Student Research Summit Selected Participant, General Electric. (2016).
  • Academic Integrity and Grievance Committee Pool, University at Buffalo. (2012).
  • Bird Technologies Fellowship, Bird Technologies. (2013).

Research

Published Intellectual Contributions

    Conference Proceeding

  • Hand, B.M., Esponda, N., Pham, K., Depoian, A.C., Bailey, C.P. (2023). Efficient Power Quality Disturbance Classification. 2023 IEEE MetroCon. 1-3.
  • Depoian, A.C., Adams, E.R., Riley, J.C., Bailey, C.P., Guturu, P. (2023). Efficient Vision Transformer Classification of COVID-19 in Chest X-Rays. 2023 IEEE MetroCon. 1-3.
  • Halford, G., Depoian, A.C., Bailey, C.P. (2023). Machine Learning Optimization and Validation with ST-Microelectronics X-Cube-AI. 2023 IEEE MetroCon. 1-3.
  • Kurz, A.G., Bailey, C.P. (2023). Prediction of Household Energy Usage via Multi-Head Attention. 2023 IEEE MetroCon. 1-3.
  • Depoian, A.C., Adams, E.R., Bailey, C.P., Guturu, P. (2023). Tiny Entropy Based Image Compression. 2023 IEEE MetroCon. 1-3.
  • Bailey, C.P., Chiapputo, N., Depoian, II, A.C. (2023). Conducting Successful Virtual STEM Outreach. 2023 IEEE Frontiers in Education Conference (FIE). 1-4.
  • Depoian, II, A.C., Bailey, C.P., Guturu, P. (2023). Land Use Classification Efficient Vision Transformer. IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium. 2922-2925.
  • Daniels, J., Bailey, C.P. (2023). Reconstruction and Super-Resolution of Land Surface Temperature Using an Attention-Enhanced CNN Architecture. IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium. 4863-4866.
  • Cayce, G.I., Depoian, II, A.C., Bailey, C.P., Guturu, P. (2023). Augmented multi-head classification network: MHATT. Signal Processing, Sensor/Information Fusion, and Target Recognition XXXII. 12547 125470Z. SPIE.
  • Adams, E.R., Depoian, II, A.C., Kurz, A.G., Bailey, C.P., Guturu, P. (2023). Automatic target detection utilizing an edge IR vision transformer (EIR-ViT). Automatic Target Recognition XXXIII. 12521 125210T. SPIE.
  • Chiapputo, N., Bailey, C.P. (2023). Efficient infrared super-resolution. Image Sensing Technologies: Materials, Devices, Systems, and Applications X. 12514 125140E. SPIE.
  • Adams, E.R., Riley, J.C., Depoian, II, A.C., Bailey, C.P., Guturu, P. (2023). Efficient segmentation of Martian dust storms. Unmanned Systems Technology XXV. 12549 1254909. SPIE.
  • Depoian, II, A.C., Adams, E.R., Chiapputo, N., Bailey, C.P., Guturu, P. (2023). Entropy bottleneck network for IR image compression. Multimodal Image Exploitation and Learning 2023. 12526 125260M. SPIE.
  • Cayce, G.I., Depoian, II, A.C., Bailey, C.P., Guturu, P. (2023). Ethical data splitting utilizing L1-norm principal component analysis. Big Data V: Learning, Analytics, and Applications. 12522 1252208. SPIE.
  • Depoian, II, A.C., Bailey, C.P., Murrell, E., Guturu, P. (2023). PCA informed non-linear channel color quantization. Multimodal Image Exploitation and Learning 2023. 12526 1252607. SPIE.
  • Adams, E.R., Depoian, II, A.C., Kurz, A.G., Cayce, G.I., Riley, J.C., Bailey, C.P., Guturu, P. (2023). Efficient Bounding Box Selection for Object Localization. 2023 IEEE 16th Dallas Circuits and Systems Conference (DCAS). 1-4.
  • Riley, J., Williams, S., Reyna, C., Adams, E., Depoian, A.C., Bailey, C.P., Guturu, P. (2022). Classifying the Devil in the Dust: Edge AI. 2022 IEEE MetroCon. 1-3.
  • Bailey, C.P., Depoian, A.C., Adams, E.R. (2022). Edge AI: Addressing the Efficiency Paradigm. 2022 IEEE MetroCon. 1-3.
  • Cayce, G.I., Depoian, A.C., Bailey, C.P., Guturu, P. (2022). Improved Neural Network Arrhythmia Classification Through Integrated Data Augmentation. 2022 IEEE MetroCon. 1-3.
  • Depoian, A.C., Adams, E., Kurz, A., Bailey, C.P., Guturu, P., Namuduri, K. (2022). Recent Advances in Entropy Based Image Compression. 2022 IEEE MetroCon. 1-3.
  • Kurz, A., Adams, E., Depoian, A.C., Bailey, C.P., Guturu, P. (2022). WMC-ViT: Waste Multi-class Classification Using a Modified Vision Transformer. 2022 IEEE MetroCon. 1-3.
  • Daniels, J., Lu, L., Bailey, C. (2022). Filling Cloud Gaps in Satellite AOD Retrievals Using An LSTM CNN-Autoencoder Model. IEEE IGARSS 2022. IEEE.
  • Zhang, S., Bailey, C. (2022). Accelerated Zeroth-order Algorithm for Stochastic Distributed Nonconvex Optimization. IEEE ACC 2022. IEEE.
  • Kim, H.J., Depoian, A.C., Cayce, G., Rivera, M., Bailey, C.P., Jaques, L.E., Guturu, P. (2022). Architecture Enhancement of Convolutional Neural Networks for Arrhythmia Classification. 2022 IEEE 15th Dallas Circuit And System Conference (DCAS). 1-6.
  • Chiapputo, N., Depoian, A.C., Bailey, C.P. (2022). Low-Cost Browser-Based Test Bench Using Arduino. 2022 IEEE 15th Dallas Circuit And System Conference (DCAS). 1-4.
  • Xie, D., Depoian, II, A.C., Bailey, C.P., Guturu, P. (2022). A novel deep learning algorithm to process COVID-19 chest x-rays. Anomaly Detection and Imaging with X-Rays (ADIX) VII. 12104 106 -- 112. SPIE. https://doi.org/10.1117/12.2619141
  • Bailey, C.P., Pados, D.A. (2022). Principal component signatures for correlation-and-bit-aware spread spectrum steganography. Signal Processing, Sensor/Information Fusion, and Target Recognition XXXI. 12122 332 -- 336. SPIE. https://doi.org/10.1117/12.2619313
  • Cayce, G.I., Depoian, II, A.C., Kim, H.J., Bailey, C.P., Guturu, P. (2022). Building superior heartbeat classification datasets. Big Data IV: Learning, Analytics, and Applications. 12097 205 -- 211. SPIE. https://doi.org/10.1117/12.2619145
  • Chiapputo, N., Bailey, C. (2022). Image super-resolution using compressive sensing. Big Data IV: Learning, Analytics, and Applications. 12097 144 -- 150. SPIE. https://doi.org/10.1117/12.2619142
  • Kurz, A., Adams, E., Depoian, II, A.C., Kim, H.J., Bailey, C.P., Guturu, P. (2022). Improving underwater object classification: BC-ViT. Ocean Sensing and Monitoring XIV. 12118 132 -- 138. SPIE. https://doi.org/10.1117/12.2619134
  • Jaques, L.E., Depoian, II, A.C., Murrell, E., Xie, D., Bailey, C.P., Guturu, P. (2022). Novel L1 PCA informed K-means color quantization. Big Data IV: Learning, Analytics, and Applications. 12097 151 -- 157. SPIE. https://doi.org/10.1117/12.2619139
  • Kim, H.J., Depoian, II, A.C., Bailey, C.P., Guturu, P. (2022). Novel neural network architecture for energy prediction. Big Data IV: Learning, Analytics, and Applications. 12097 34 -- 38. SPIE. https://doi.org/10.1117/12.2619143
  • Zhang, S., Dong, Y., Xie, D., Yao, L., Bailey, C., Fu, S. (2021). Convergence Analysis of Nonconvex Distributed Stochastic Zeroth-order Coordinate Method. IEEE CDC 2021 - Conference on Decision and Control. IEEE.
  • Zhang, S., Bailey, C. (2021). Accelerated Primal-Dual Algorithm for Distributed Non-convex Optimization. 2021 IEEE Symposium Series on Computation Intelligence (IEEE SSCI 2021). IEEE.
  • Zhang, S., Bailey, C. (2021). A Primal-Dual Algorithm for Distributed Sparse Principal Component Analysis. 2021 IEEE International Conference on Data Science and Computer Application (ICDSCA). IEEE.
  • Xie, D., Depoian, A.C., Bailey, C.P. (2021). A Novel Land Use Classifier with Convolutional Recurrent Structure. 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS. 6268-6271. IEEE.
  • Xie, D., Depoian, II, A.C., Jaques, L.E., Bailey, C.P. (2021). A convolutional fully connected structure with hard sample memory pool for land use classification. Pattern Recognition and Tracking XXXII. 11735 67 -- 73. SPIE. https://doi.org/10.1117/12.2588025
  • Jaques, L.E., Depoian, II, A.C., Xie, D., Bailey, C.P., Guturu, P. (2021). A machine learning approach to medical data identification through principal component analysis. Big Data III: Learning, Analytics, and Applications. 11730 7 -- 15. SPIE. https://doi.org/10.1117/12.2586038
  • Depoian, A.C., Jaques, L.E., Xie, D., Bailey, C.P., Guturu, P. (2021). Neural network image fusion with PCA preprocessing. Big Data III: Learning, Analytics, and Applications. 11730 132 -- 147. SPIE. https://doi.org/10.1117/12.2588039
  • Xie, D., Depoian, II, A.C., Jaques, L.E., Bailey, C.P., Guturu, P. (2021). Novel technique for broadcast footage overlay text recognition. Real-Time Image Processing and Deep Learning 2021. 11736 149 -- 155. SPIE. https://doi.org/10.1117/12.2588177
  • Depoian, II, A.C., King, E., Bailey, C.P. (2020). Meteorological data outlier detection: a principal component approach. Remote Sensing for Agriculture, Ecosystems, and Hydrology XXII. 11528 159 -- 164. SPIE. https://doi.org/10.1117/12.2574178
  • Zhang, D., Bailey, C.P. (2020). Optimal control under communication constraints for multi-agent unmanned vehicles. Artificial Intelligence and Machine Learning in Defense Applications II. 11543 87 -- 93. SPIE. https://doi.org/10.1117/12.2574176
  • King, E., Depoian, II, A.C., Bailey, C.P. (2020). Weighted principal component analysis fusion of satellite telemetry data. Remote Sensing of the Ocean, Sea Ice, Coastal Waters, and Large Water Regions 2020. 11529 9 -- 15. SPIE. https://doi.org/10.1117/12.2574183
  • Bailey, C.P., Chamadia, S., Pados, D.A. (2020). An Alternative Signature Design Using L1 Principal Components for Spread-Spectrum Steganography. ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 2693-2696. IEEE.
  • Depoian, II, A.C., Jaques, L.E., Xie, D., Bailey, C.P., Guturu, P. (2020). Computer vision learning techniques for sports video analytics: removing overlays. Big Data II: Learning, Analytics, and Applications. 11395 61 -- 72. SPIE. https://doi.org/10.1117/12.2560888
  • Walker, Z., Bailey, C.P., Kim, H.J. (2020). Gene expression classification using L1 norm PCA. Big Data II: Learning, Analytics, and Applications. 11395 40 -- 45. SPIE. https://doi.org/10.1117/12.2560883
  • Xie, D., Bailey, C.P. (2020). Novel receipt recognition with deep learning algorithms. Pattern Recognition and Tracking XXXI. 11400 22 -- 29. SPIE. https://doi.org/10.1117/12.2558206
  • Zhang, D., Bailey, C.P. (2020). Obstacle avoidance and navigation utilizing reinforcement learning with reward shaping. Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications II. 11413 500 -- 506. SPIE. https://doi.org/10.1117/12.2558212
  • Murrell, E., Collins, N., Cottrell, R., Bailey, C.P. (2020). Scalable free space optical transceiver. Sensors and Systems for Space Applications XIII. 11422 41 -- 47. SPIE. https://doi.org/10.1117/12.2558743
  • Tamez, G., Castillo, D., Colmenero, A., Ayala, J.A., Bailey, C.P. (2019). Machine learning application to hydraulic fracturing. Big Data: Learning, Analytics, and Applications. 10989 54 -- 59. SPIE. https://doi.org/10.1117/12.2518996
  • Bailey, C.P., Pados, D.A. (2018). Blind modulation detection via staged GLRT. Signal Processing, Sensor/Information Fusion, and Target Recognition XXVII. 10646 133 -- 140. SPIE. https://doi.org/10.1117/12.2311929

Presentations Given

    Invited Talk

  • Bailey, C.P. (Presenter), Depoian, A. (Presenter), Kurz, A. (Presenter), Esponda, N. (Presenter), IEEE MetroCon 2023, The Dark Side of Machine Learning: The Importance of Ethics, IEEE, Hurst, TX, United States of America. (2023).
  • Bailey, C.P. (Author & Presenter), IEEE MetroCon 2022, Edge AI: Addressing the Efficiency Paradigm, IEEE, Hurst, TX, United States of America. (2022).
  • Depoian II, A.C. (Author & Presenter), Adams, E.R. (Author & Presenter), Kurz, A.G. (Author), Bailey, C.P. (Author), Guturu, P. (Author), Namuduri, K. (Author), IEEE MetroCon 2022, Recent advances in entropy based image compression, IEEE, Hurst, TX, United States of America. (2022).
  • Bailey, C.P. (Presenter), UNT ONR-PACCAR STEM Virtual Event, Toward More Efficient and Accurate Artificial Intelligence, United States of America. (2021).
  • Bailey, C. (Author & Presenter), Applications of Machine Learning to the Petroleum Industry, Petroleum Engineer's Club of Dallas, United States of America. (2019).
  • Bailey, C. (Author & Presenter), Blind Modulation Detection, UNT, United States of America. (2019).

    • Oral Presentation

  • Bailey, C.P. (Author & Presenter), Chiapputo, N. (Author), Depoian, A.C. (Author), 2023 IEEE Frontiers in Education Conference (FIE), Conducting Successful Virtual STEM Outreach, IEEE, College Station, TX, United States of America. (2023).
  • Daniels, J. (Author), Bailey, C.P. (Author & Presenter), IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Reconstruction and Super-Resolution of Land Surface Temperature Using an Attention-Enhanced CNN Architecture, IEEE, Pasadena, California, United States of America. (2023).
  • Adams, E.R. (Author), Depoian, A. (Author & Presenter), Kurz, A. (Author), Bailey, C.P. (Author), Guturu, P. (Author), Automatic Target Recognition XXXIII, Automatic target detection utilizing an edge IR vision transformer (EIR-ViT), SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2023).
  • Cayce, G. (Author & Presenter), Depoian, A. (Author), Bailey, C.P. (Author), Guturu, P. (Author), Signal Processing, Sensor/Information Fusion, and Target Recognition XXXII, Augmented multi-head classification network: MHATT, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2023).
  • Adams, E.R. (Author), Riley, J. (Author), Depoian, A. (Author), Bailey, C.P. (Author & Presenter), Guturu, P. (Author), Unmanned Systems Technology XXV, Efficient segmentation of Martian dust storms, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2023).
  • Cayce, G.I. (Author & Presenter), Depoian II, A.C. (Author), Bailey, C.P. (Author), Guturu, P. (Author), Big Data V: Learning, Analytics, and Applications, Ethical data splitting utilizing L1-norm principal component analysis, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2023).
  • Depoian, A. (Author & Presenter), Bailey, C.P. (Author), Murrell, E. (Author), Guturu, P. (Author), Multimodal Image Exploitation and Learning 2023, PCA informed non-linear channel color quantization, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2023).
  • Adams, E. (Author & Presenter), Depoian II, A.C. (Author), Kurz, A. (Author), Cayce, G.I. (Author), Riley, J. (Author), Bailey, C.P. (Author), Guturu, P. (Author), 2023 IEEE 16th Dallas Circuit And System Conference (DCAS), Efficient Bounding Box Selection for Object Localization, IEEE, Denton, TX, United States of America. (2023).
  • Kim, H. (Author & Presenter), Depoian II, A.C. (Author), Cayce, G.I. (Author), Rivera, M. (Author), Bailey, C.P. (Author), Jaques, L. (Author), Guturu, P. (Author), 2022 IEEE 15th Dallas Circuit And System Conference (DCAS), Architecture enhancement of convolutional neural networks for arrhythmia classification, IEEE, Dallas, TX, United States of America. (2022).
  • Chiapputo, N. (Author & Presenter), Depoian II, A.C. (Author), Bailey, C.P. (Author), 2022 IEEE 15th Dallas Circuit And System Conference (DCAS), Low-cost browser-based test bench using Arduino, IEEE, Dallas, TX, United States of America. (2022).
  • Zhang, S. (Author), Bailey, C.P. (Author & Presenter), 2022 American Control Conference (ACC), Accelerated zeroth-order algorithm for stochastic distributed non-convex optimization, IEEE and more, Atlanta, GA, United States of America. (2022).
  • Kurz, A. (Author), Adams, E. (Author), Depoian II, A.C. (Author & Presenter), Kim, H. (Author & Presenter), Bailey, C.P. (Author), Guturu, P. (Author), Ocean Sensing and Monitoring XIV, Improving underwater object classification: BC-ViT, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2022).
  • Bailey, C.P. (Author & Presenter), Pados, D. (Author), Signal Processing, Sensor/Information Fusion, and Target Recognition XXXI, Principal component signatures for correlation-and-bit-aware spread spectrum steganography, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2022).
  • Xie, D. (Author), Depoian II, A.C. (Author & Presenter), Bailey, C.P. (Author), Guturu, P. (Author), Anomaly Detection and Imaging with X-Rays (ADIX) VII, A novel deep learning algorithm to process COVID-19 chest x-rays, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2022).
  • Cayce, G.I. (Author & Presenter), Depoian II, A.C. (Author), Kim, H. (Author), Bailey, C.P. (Author), Guturu, P. (Author), Big Data IV: Learning, Analytics, and Applications, Building superior heartbeat classification datasets, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2022).
  • Jaques, L.E. (Author), Depoian II, A.C. (Author & Presenter), Murrell, E. (Author), Xie, D. (Author), Bailey, C.P. (Author), Guturu, P. (Author), Big Data IV: Learning, Analytics, and Applications, Novel L1 PCA informed K-means color quantization, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2022).
  • Chiapputo, N. (Author & Presenter), Bailey, C.P. (Author), Big Data IV: Learning, Analytics, and Applications, Memory-efficient single-image super-resolution, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2022).
  • Kim, H. (Author & Presenter), Depoian II, A.C. (Author), Bailey, C.P. (Author), Guturu, P. (Author), Big Data IV: Learning, Analytics, and Applications, Novel neural network architecture for energy prediction, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2022).
  • Zhang, S. (Author & Presenter), Dong, Y. (Author), Xie, D. (Author), Bailey, C. (Author), Yao, L. (Author), Fu, S. (Author), 2021 60th IEEE Conference on Decision and Control (CDC), Convergence Analysis of Nonconvex Distributed Stochastic Zeroth-order Coordinate Method, IEEE, United States of America. (2021).
  • Zhang, S. (Author & Presenter), Bailey, C. (Author), 2021 IEEE Symposium Series on Computation Intelligence (IEEE SSCI 2021), Accelerated Primal-Dual Algorithm for Distributed Non-convex Optimization, IEEE, United States of America. (2021).
  • Zhang, S. (Author & Presenter), Bailey, C. (Author), 2021 IEEE International Conference on Data Science and Computer Application (ICDSCA), A Primal-Dual Algorithm for Distributed Sparse Principal Component Analysis, IEEE, China. (2021).
  • Xie, D. (Author & Presenter), Depoian, A.C. (Author), Bailey, C. (Author), 2021 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), A Novel Land Use Classifier with Convolutional Recurrent Structure, IEEE, Belgium. (2021).
  • Jaques, L.E. (Author & Presenter), Depoian, II, A.C. (Author & Presenter), Xie, D. (Author), Bailey, C. (Author), Guturu, P. (Author), Big Data III: Learning, Analytics, and Applications, A machine learning approach to medical data identification through principal component analysis, SPIE Defense + Commercial Sensing, United States of America. (2021).
  • Depoian, II, A.C. (Author & Presenter), Jaques, L.E. (Author & Presenter), Xie, D. (Author), Bailey, C. (Author), Guturu, P. (Author), Big Data III: Learning, Analytics, and Applications, Neural network image fusion with PCA preprocessing, SPIE Defense + Commercial Sensing, United States of America. (2021).
  • Xie, D. (Author & Presenter), Depoian, II, A.C. (Author), Jaques, L.E. (Author), Bailey, C. (Author), Pattern Recognition and Tracking XXXII, A convolutional fully connected structure with hard sample memory pool for land use classification, SPIE Defense + Commercial Sensing, United States of America. (2021).
  • Xie, D. (Author & Presenter), Depoian, II, A.C. (Author & Presenter), Jaques, L.E. (Author & Presenter), Bailey, C. (Author), Guturu, P. (Author), Real-Time Image Processing and Deep Learning 2021, Novel technique for broadcast footage overlay text recognition, SPIE Defense + Commercial Sensing, United States of America. (2021).
  • Depoian, A. (Author), King, E. (Author), Bailey, C. (Author), SPIE Remote Sensing, Meteorological data outlier detection: a principal component approach, SPIE, United Kingdom. (2020).
  • King, E. (Author), Depoian, A. (Author), Bailey, C. (Author), SPIE Remote Sensing, Weighted principal component analysis fusion of satellite telemetry data, SPIE, United Kingdom. (2020).
  • Zhang, D. (Author), Bailey, C. (Author), SPIE Security and Defence, Optimal control under communication constraints for multi-agent unmanned vehicles, SPIE, United Kingdom. (2020).
  • Bailey, C. (Author & Presenter), Chamadia, S. (Author), Pados, D. (Author), ICASSP 2020, An Alternative Signature Design Using L1 Principal Components for Spread-Spectrum Steganography, IEEE, Spain. (2020).
  • Zhang, D. (Author), Bailey, C. (Author), SPIE Defense + Commercial Sensing, Obstacle Avoidance and Navigation Utilizing Proximal Policy Optimization, Anaheim, CA, United States of America. (2020).
  • Depoian, A. (Author), Jaques, L. (Author), Guturu, P. (Author), Bailey, C. (Author), SPIE Defense + Commercial Sensing, Creating Big Data for Sports Analytics, Anaheim, CA, United States of America. (2020).
  • Xie, D. (Author), Bailey, C. (Author), SPIE Defense + Commercial Sensing, Novel Receipt Recognition with Deep Learning Algorithms, Anaheim, CA, United States of America. (2020).
  • Murrell, E. (Author), Collins, N. (Author), Cottrell, R. (Author), Bailey, C. (Author), SPIE Defense + Commercial Sensing, Scalable Free Space Optical Transceiver, Anaheim, CA, United States of America. (2020).
  • Walker, Z. (Author), Bailey, C. (Author), SPIE Defense + Commercial Sensing, Gene Expression Classification Using L1 Norm PCA, Anaheim, CA, United States of America. (2020).
  • Bailey, C.P. (Author & Presenter), Tamez, G. (Author), Castillo, D. (Author), Ayala, J. (Author), Colmenero, A. (Author), SPIE Defense + Commercial Sensing, Machine Learning Applications to Hydraulic Fracturing, Baltimore, MD, United States of America. (2019).

    • Panel Presentation

  • Daniels, J. (Author & Presenter), Bailey, C.P. (Author), Liang, L. (Author), IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium, Filling cloud gaps in satellite aod retrievals using an lstm cnn-autoencoder model, IEEE, Kuala Lumpur, Malaysia, Malaysia. (2022).

    • Poster

  • Hand, B. (Author & Presenter), Esponda, N. (Author & Presenter), Pham, K. (Author & Presenter), Depoian II, A.C. (Author), Bailey, C.P. (Author), IEEE MetroCon 2023, Efficient Power Quality Disturbance Classification, IEEE, Hurst, TX, United States of America. (2023).
  • Depoian II, A.C. (Author), Adams, E.R. (Author), Riley, J.C. (Author & Presenter), Bailey, C.P. (Author), Guturu, P. (Author), IEEE MetroCon 2023, Efficient Vision Transformer Classification of COVID-19 in Chest X-Rays, IEEE, Hurst, TX, United States of America. (2023).
  • Halford, G.I. (Author & Presenter), Depoian II, A.C. (Author), Bailey, C.P. (Author), IEEE MetroCon 2023, Machine Learning Optimization and Validation with ST-Microelectronics X-Cube-AI, IEEE, Hurst, TX, United States of America. (2023).
  • Kurz, A.G. (Author & Presenter), Bailey, C.P. (Author), IEEE MetroCon 2023, Prediction of Household Energy Usage via Multi-Head Attention, IEEE, Hurst, TX, United States of America. (2023).
  • Depoian II, A.C. (Author & Presenter), Adams, E.R. (Author), Bailey, C.P. (Author), Guturu, P. (Author), IEEE MetroCon 2023, Tiny Entropy Based Image Compression, IEEE, Hurst, TX, United States of America. (2023).
  • Depoian, A.C. (Author & Presenter), Bailey, C.P. (Author), Guturu, P. (Author), IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Land Use Classification Efficient Vision Transformer, IEEE, Pasadena, California, United States of America. (2023).
  • Chiapputo, N. (Author), Bailey, C.P. (Author & Presenter), Image Sensing Technologies: Materials, Devices, Systems, and Applications X, Efficient infrared super-resolution, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2023).
  • Depoian, A. (Author & Presenter), Adams, E. (Author), Chiapputo, N. (Author), Bailey, C.P. (Author), Guturu, P. (Author), Multimodal Image Exploitation and Learning 2023, Efficient infrared super-resolution, SPIE Defense and Commercial Sensing, Orlando, FL, United States of America. (2023).
  • Riley, J.C. (Author & Presenter), Williams, S. (Author & Presenter), Reyna, C. (Author & Presenter), Adams, E.R. (Author), Depoian II, A.C. (Author & Presenter), Bailey, C.P. (Author), Guturu, P. (Author), IEEE MetroCon 2022, Classifying the devil in the dust: Edge AI, IEEE, Hurst, TX, United States of America. (2022).
  • Cayce, G.I. (Author & Presenter), Depoian II, A.C. (Author & Presenter), Bailey, C.P. (Author), Guturu, P. (Author), IEEE MetroCon 2022, Improved neural network arrhythmia classification through integrated data augmentation, IEEE, Hurst, TX, United States of America. (2022).
  • Bailey, C.P. (Author & Presenter), Pados, D.A. (Author), SPIE Defense + Security, Blind Modulation Detection via Staged GLRT, Orlando, FL, United States of America. (2018).

Contracts, Grants, Sponsored Research

    Grant - Research

  • Bailey, C.P. (Principal), Namuduri, K. (Co-Principal), "NTCMT 1-2022, Advanced Air Mobility/Urban Air Mobility System Within the Dallas-Fort Worth Metroplex (NTXAAMPP)," sponsored by North Central Texas Council of Governments, Local, $1320000 Funded. (2024 - 2026).

Service

University Service

  • Committee Member, Grade Appeals Committee. (August 2021 - Present).
  • Committee Member, ABET Committee. (August 2017 - Present).
  • Committee Member, Undergraduate Curriculum Committee. (August 2017 - Present).
  • Committee Member, Faculty Search Committee. (December 2021 - May 2022).
  • Committee Member, Faculty Search Committee. (August 2019 - May 2020).

Professional Service

  • Other (Region 5 Student Activities Committee Chair), IEEE. (January 1, 2024 - Present).
  • Other (Region 5/6 Governor), IEEE-HKN. (January 1, 2024 - Present).
  • Officer, Other Officer (Ft Worth Section Chair), IEEE. (January 2023 - Present).
  • Board of Advisors, Tarleton State University CSEE Department. (December 2022 - Present).
  • Officer, Vice President, RPI Alumni Association. DFW. TX. (February 2021 - Present).
  • Officer, Other Officer (Ft. Worth Section Chair), IEEE Computational Intelligence Society. (May 2020 - Present).
  • Other (Chapter Advisor), IEEE HKN Lambda Zeta. (April 2020 - Present).
  • Other (Link #280 Liason), Order of the Engineer. (March 2020 - Present).
  • Other (Counselor), IEEE UNT Student Branch. (January 2019 - Present).
  • Other (Conference Committee Member), SPIE DCS Big Data VI: Learning, Analytics, and Applications. (August 2023 - May 2024).
  • Other (Conference Committee Member), SPIE DCS Multimodal Image Exploitation and Learning 2024. (August 2023 - May 2024).
  • Track Organizer, IEEE Metrocon 2023. (November 2022 - November 2023).
  • Other (Conference Committee Member), SPIE DCS Multimodal Image Exploitation and Learning. (August 2022 - May 2023).
  • Other (Local Chair), IEEE Dallas Circuits and Systems Conference. (August 2022 - April 2023).
  • Officer, Other Officer (Ft Worth Section Vice-Chair), IEEE. (January 2022 - December 2022).
  • Track Organizer, IEEE Metrocon 2022. (September 2022 - November 2022).
  • Other (Judge), IEEE Sensors WiSe-YP Big Idea Pitch Competition. (November 1, 2022).
  • Session Chair, IEEE Dallas Circuits and Systems Conference. (June 17, 2022).
  • Reviewer, Journal Article, IEEE Journal of Selected Topics in Signal Processing. (November 2020).
  • Session Chair, SPIE Big Data II: Learning, Analytics, and Applications. (April 27, 2020).