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ORCID4th DDDAS 2022: Cambridge, MA, USA
- Erik Blasch, Frederica Darema
, Alex Aved:
Dynamic Data Driven Applications Systems - 4th International Conference, DDDAS 2022, Cambridge, MA, USA, October 6-10, 2022, Proceedings. Lecture Notes in Computer Science 13984, Springer 2024, ISBN 978-3-031-52669-5
Introduction to the DDDAS2022 Conference
- Erik Blasch, Frederica Darema:
Introduction to the DDDAS2022 Conference Infosymbiotics/Dynamic Data Driven Applications Systems. 3-13
Main-Track Plenary Presentations - Aerospace
- Anirban Chaudhuri, Karen Willcox:
Generalized Multifidelity Active Learning for Gaussian-process-based Reliability Analysis. 17-26 - Zachary Mulhollan, Marco Gamarra, Anthony Vodacek, Matthew J. Hoffman:
Essential Properties of a Multimodal Hypersonic Object Detection and Tracking System. 27-34 - David Sacharny, Thomas C. Henderson, Nicola Wernecke:
Dynamic Airspace Control via Spatial Network Morphing. 35-43 - Peiyuan Zhou, Saswata Paul, Airin Dutta, Carlos A. Varela, Fotis Kopsaftopoulos:
On Formal Verification of Data-Driven Flight Awareness: Leveraging the Cramér-Rao Lower Bound of Stochastic Functional Time Series Models. 44-52 - Chase St. Laurent, Raghvendra V. Cowlagi:
Coupled Sensor Configuration and Path-Planning in a Multimodal Threat Field. 53-68
Main-Track Plenary Presentations - Space Systems
- Utkarsh Ranjan Mishra, Weston R. Faber, Suman Chakravorty, Islam I. Hussein, Benjamin Sunderland, Siamak Hesar:
Geometric Solution to Probabilistic Admissible Region Based Track Initialization. 71-80 - Justin K. A. Henry, Ram M. Narayanan, Puneet Singla:
Radar Cross-Section Modeling of Space Debris. 81-94 - Xiaohua Li, Lhamo Dorje, Yezhan Wang, Yu Chen, Erika Ardiles-Cruz:
High-Resolution Imaging Satellite Constellation. 95-102
Main-Track Plenary Presentations - Network Systems
- David Schwab, Roshan Eapen, Puneet Singla:
Reachability Analysis to Track Non-cooperative Satellite in Cislunar Regime. 105-113 - Sevgi Zubeyde Gurbuz:
Physics-Aware Machine Learning for Dynamic, Data-Driven Radar Target Recognition. 114-122 - Nurcin Celik, Frederica Darema, Temitope Runsewe, Walid Saad, Abdurrahman Yavuz:
DDDAS for Optimized Design and Management of 5G and Beyond 5G (6G) Networks. 123-132
Plenary Presentations - Systems Support Methods
- Temitope Runsewe, Abdurrahman Yavuz, Nurcin Celik, Walid Saad:
DDDAS-Based Learning for Edge Computing at 5G and Beyond 5G. 135-143 - Maria Pantopoulou, Stella Pantopoulou, Madeleine Roberts, Derek Kultgen, Lefteri H. Tsoukalas, Alexander Heifetz:
Monitoring and Secure Communications for Small Modular Reactors. 144-151 - Celso T. do Cabo, Mark Todisco, Zhu Mao:
Data Augmentation of High-Rate Dynamic Testing via a Physics-Informed GAN Approach. 152-162 - Joel B. Harley, Benjamin D. Haeffele, Harsha Vardhan Tetali:
Unsupervised Wave Physics-Informed Representation Learning for Guided Wavefield Reconstruction. 163-172 - Liangqi Yuan, Houlin Chen, Robert Ewing, Jia Li:
Passive Radio Frequency-Based 3D Indoor Positioning System via Ensemble Learning. 173-184
Plenary Presentations - Deep Learning
- Jie Wei, Weicong Feng, Erik Blasch, Philip Morrone, Erika Ardiles-Cruz, Alex Aved:
Deep Learning Approach for Data and Computing Efficient Situational Assessment and Awareness in Human Assistance and Disaster Response and Battlefield Damage Assessment Applications. 187-195 - Aneesh Rangnekar, Emmett J. Ientilucci, Christopher Kanan, Matthew J. Hoffman:
SpecAL: Towards Active Learning for Semantic Segmentation of Hyperspectral Imagery. 196-204 - Peng Cheng, Xinping Lin, Yunqi Zhang, Erik Blasch, Genshe Chen:
Multimodal IR and RF Based Sensor System for Real-Time Human Target Detection, Identification, and Geolocation. 205-216 - Song Wen, Hao Wang, Dimitris N. Metaxas:
Learning Interacting Dynamic Systems with Neural Ordinary Differential Equations. 217-226 - Nandini Ramanan, Phillip Odom, Erik Blasch, Kristian Kersting, Sriraam Natarajan:
Relational Active Feature Elicitation for DDDAS. 227-232 - Nan Zhang, Rami Bahsoon, Nikos Tziritas, Georgios Theodoropoulos:
Explainable Human-in-the-Loop Dynamic Data-Driven Digital Twins. 233-243
Plenary Presentations - Tracking
- Ruixin Niu:
Transmission Censoring and Information Fusion for Communication-Efficient Distributed Nonlinear Filtering. 247-254 - Cong Wei, Derek A. Paley:
Distributed Estimation of the Pelagic Scattering Layer Using a Buoyancy Controlled Robotic System. 255-263 - Damien Guého, Puneet Singla:
Towards a Data-Driven Bilinear Koopman Operator for Controlled Nonlinear Systems and Sensitivity Analysis. 264-271
Main-Track Plenary Presentations - Security
- Yinsong Wang, Yu Ding, Shahin Shahrampour:
Tracking Dynamic Gaussian Density with a Theoretically Optimal Sliding Window Approach. 275-282 - Georgios Diamantopoulos, Nikos Tziritas, Rami Bahsoon, Georgios Theodoropoulos:
Dynamic Data-Driven Digital Twins for Blockchain Systems. 283-292 - Tahir Ekin, Roi Naveiro, Jose Manuel Camacho Rodriguez:
Adversarial Forecasting Through Adversarial Risk Analysis Within a DDDAS Framework. 293-301
Main-Track Plenary Presentations - Distributed Systems
- Maureen S. Golan, Javad Mohammadi, Erika Ardiles-Cruz, David Ferris, Philip Morrone:
Power Grid Resilience: Data Gaps for Data-Driven Disruption Analysis. 305-314 - M. Rana, S. Shetty, Alex Aved, Erika Ardiles-Cruz, David Ferris, Philip Morrone:
Attack-Resilient Cyber-Physical System State Estimation for Smart Grid Digital Twin Design. 315-324 - Robert Canady, Xingyu Zhou, Yogesh D. Barve, Daniel Balasubramanian, Aniruddha Gokhale:
Applying DDDAS Principles for Realizing Optimized and Robust Deep Learning Models at the Edge. 325-339
Main-Track: Keynotes
- Frederica Darema, Erik Blasch:
DDDAS2022 Keynotes - Overview. 343-352 - Artem Korobenko, S. Niu, Xiaowei Deng, E. Zhang, V. Srivastava, Yuri Bazilevs:
DDDAS for Systems Analytics in Applied Mechanics. 353-361 - Andeas Savakis:
Towards Continual Unsupervised Data Driven Adaptive Learning. 362-366
Main-Track: Wildfires Panel
- Frederica Darema:
Overview of DDDAS2022 Panel on Wildfires. 369-381 - Ilkay Altintas:
Using Dynamic Data Driven Cyberinfrastructure for Next Generation Disaster Intelligence. 382-385 - Fatemeh Afghah:
Autonomous Unmanned Aerial Vehicle Systems in Wildfire Detection and Management-Challenges and Opportunities. 386-394 - Mrinal Kumar, Roger Williams, Amit K. Sanyal:
Role of Autonomous Unmanned Aerial Systems in Prescribed Burn Projects. 395-402 - Milton Halem, Adam K. Kochanski, Jan Mandel, Jennifer Sleeman, Belay Demoz, Adam Bargteil, Shreya Uday Patil, Samit Shivadekar, A. Iorga, John Dorband, James MacKinnon, Sen Chiao, Zhifeng Yang, Yaacov Yesha, John Sorkin, Eugenia Kalnay, S. Safa, C. Da:
Towards a Dynamic Data Driven Wildfire Digital Twin (WDT): Impacts on Deforestation, Air Quality and Cardiopulmonary Disease. 403-410 - Thomas Huang, Sina Hasheminassab, Olga V. Kalashnikova, Kyo Lee, Joe T. Roberts:
An Earth System Digital Twin for Air Quality Analysis. 411-414
Workshop on Climate, Life, Earth, Planets
- Anamitra Saha, Joaquín Salas, Sai Ravela:
Dynamic Data-Driven Downscaling to Quantify Extreme Rainfall and Flood Loss Risk. 417-424
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