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2020 ARC Annual Review

ARC Partner Universities

 

Greetings!

On behalf of the Automotive Research Center, we welcome you to the 2020 Annual Review.

The Automotive Research Center is a U.S. Army Center of Excellence for the modeling and simulation of ground vehicles, led by the University of Michigan. We focus on basic scientific problems associated with ground vehicles, including autonomy, management of power and energy within vehicles, mobility and survivability of the vehicle systems.

Each year, we bring together members of the automotive research community from across academia, government and industry to share our latest research developments. It is an opportunity to share ideas, discuss Army-relevant efforts, and to leverage and transfer our efforts to industry.

Due to the ongoing pandemic, this year’s event consists of project posters, and recordings of the Case Study and Poster Presentations*, which are available to registered attendees on this web page for remote viewing starting on May 14, 2020.

We look forward to continuing to engage with you on these exciting research topics.

Yours sincerely,

Bogdan Epureanu David Gorsich
Bogdan Epureanu
ARC Director
David Gorsich
GVSC Chief Scientist

 

* - Poster presentation recordings are viewed on the BlueJeans platform; playback control can show a mixed-mode display of both presenter and poster content.


Update: June 12, 2020

The finalists and winners of the Best Student Poster competition is announced and presented at a virtual ceremony. The recording can be viewed at https://bluejeans.com/s/AV97j****

Congratulations to our fine students and we thank everyone for their effort.


Case Study

The Road Less Traveled: Decision-Making for Autonomous Mobility Using Remotely Sensed Terrain Parameters in Off-Road Environments

Presented by P. Jayakumar, T. Oommen, J. Bos, V. Pandey, J. Ewing and C. Slon.

This recording is hosted on YouTube at https://youtu.be/3rSGx5-a3uc

The embedded video has been removed as certain government VPNs prevent this webpage from loading with its presence.


 

Posters and Poster Presentations

Thrust Area 1    .   Thrust Area 2    .    Thrust Area 3    .    Thrust Area 4    .    Thrust Area 5

Thrust Area 1: Vehicle Dynamics, Control, and Autonomous Behavior


Project & Poster 1.21
Physics‐Based Multiscale Continuum‐Discrete Deformable Terrain Model for Off‐Road Mobility Simulation

PI: Hiroyuki Sugiyama (U. of Iowa)

Poster PDF

Recording of Poster Presentation
Presented by Guanchu Chen


Project 1.22
Fast Numerical Algorithms for High-fidelity Simulation of Terramechanics

PI: Shravan Veerapaneni (U. of Michigan)

Poster Title: Fast Numerical Algorithms and High Performance Computing for High Fidelity Terramechanics Simulations
Poster PDF

Recording of Poster Presentation
Presented by Eduardo Corona, Saibal De


Project 1.23
Physics Augmented Artificial Intelligence
PI: Huei Peng (U. of Michigan)

Poster Title: Physics Enhanced AI
Poster PDF

Recording of Poster Presentation
Presented by Huei Peng


Project & Poster 1.25
A Decision-Based Mobility Model for Semi and Fully Autonomous Vehicles
PI: Vijitashwa Pandey (Oakland U.)

Poster PDF

Recording of Poster Presentation
Presented by Vijitashwa Pandey


Project & Poster 1.26
Adversarially Robust Coordination for Autonomous Multi-Vehicle Systems
PI: Dimitra Panagou (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by James Usevitch


Project & Poster 1.27
Mutually-Adaptive Shared Control between Human Operators and Autonomy in Ground Vehicles
PIs: Tulga Ersal, Jessie Yang, Jeff Stein, Matt Reed (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Yifan Weng, Ruikun Luo


Project & Poster 1.28
Robust Terrain Identification and Path Planning for Autonomous Ground Vehicles in Unstructured Environments

PI: Jeremy Bos (Michigan Tech)

Poster PDF

Recording of Poster Presentation
Presented by Sam Kysar


Project & Poster 1.29
Remote Sensing Based Terrain Strength Characterization for the Next Generation NATO Reference Mobility Model Development
PI: Thomas Oommen (Michigan Tech)

Poster PDF

Recording of Poster Presentation
Presented by Jordan Ewing


Project & Poster 1.30
Novel Data-Driven Algorithms for Autonomous Vehicle Path Planning Problems with Uncertain Data Parameters
PI: Saravanan Venkatachalam (Wayne State U.)

Poster PDF

Recording of Poster Presentation
Presented by Saravanan Venkatachalam


Project 1.31
Evaluating Sensitivity of Autonomous Algorithms to Sensor Error and Environmental Conditions
PI: Daniel Carruth (Mississippi State U.)

Poster Title: Predicting Error Propagation in AGV Subsystems
Poster PDF

Recording of Poster Presentation
Presented by Nick Scherer


Project 1.32
Tensor Data Compression and Dimensionality Reduction for Autonomous Mobility
PI: Shravan Veerapaneni (U. of Michigan)

Poster Title: Tensor Factorization Based Data Compression and Dimensionality Reduction for Autonomous Mobility
Poster PDF

Recording of Poster Presentation
Presented by Saibal De, Tianchen (Eric) Zhao


Project 1.33
Trust-based Symbolic Motion and Task Planning for Multi-robot Bounding Overwatch
PI: Yue (Sophie) Wang (Clemson U.)

Poster Title: Trust-based Symbolic Motion Planning for Multi-robot Bounding Overwatch
Poster PDF

Recording of Poster Presentation
Presented by Huanfei Zheng


Project & Poster 1.34
Processing Image Data from Unstructured Environments
PI: Nick Vlahopoulos (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Spyros Kasapis


Project & Poster 1.35
Novel Data-Driven Algorithms for Autonomous Vehicle Path Planning Problems with Uncertain Data Parameters
PI: Manish Bansal (Virginia Tech)

Poster PDF

Recording of Poster Presentation
Presented by Manish Bansal


Thrust Area 1    .   Thrust Area 2    .    Thrust Area 3    .    Thrust Area 4    .    Thrust Area 5

Thrust Area 2: Human Centered Design and Human Autonomy Teaming


Project & Poster 2.9
Modeling Bi-directional Trust in Semi-autonomy for Improved System Performance
PIs: Dawn Tilbury, Lionel Robert (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Hebert Azevedo-Sa


Project 2.10
The Role of Roles: Adaptive Haptic Shared Control for Remote Steering of an Unmanned Ground Vehicle
PI: Brent Gillespie (U. of Michigan)

Poster Title: Intuitive Interfaces to Support Smooth Control Authority Exchanges between Driver and Automation
Poster PDF

Recording of Poster Presentation
Presented by Akshay Bhardwaj


Project & Poster 2.11
Manned-Unmanned Teaming for Reconnaissance in Adversarial Environments
PIs: Pratap Tokekar (Virginia Tech/U. Maryland), Ed Durfee (UM)

Poster PDF

Recording of Poster Presentation
Presented by Pratap Tokekar


Project & Poster 2.12
Cognitive Modeling of Human Operator Behavior during Interaction with Autonomous Systems
PI: Tulga Ersal (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Chen Li


Project 2.13
Optimal Distribution of Tasks in Human-Autonomy Teams
PI: Bogdan Epureanu (U. of Michigan)

Poster Title: Optimal Distribution of Tasks in Human-Autonomy Teams: Decentralized Reinforcement Learning
Poster PDF

Recording of Poster Presentation
Presented by Haochen Wu


Project & Poster 2.14
Dynamic Task Allocation and Understanding of Situation Awareness Under Different Levels of Autonomy in Closed-Hatch Military Vehicles
PIs: Cindy Bethel, Daniel Carruth (Mississippi State U.)

Poster PDF

Recording of Poster Presentation
Presented by Cindy Bethel


Project 2.A72 
Metrics and Procedures to Assess Crew and Team Performance In Mixed Manned-Unmanned Formations for Next Generation Combat Vehicles
PI: Paul Green (UMTRI - U. of Michigan Transportation Research Institute)

Poster Title: Armored Vehicle Baseline Driving (AV-BADR) Tasks
Poster PDF

Recording of Poster Presentation
Presented by Paul Green


Thrust Area 1    .   Thrust Area 2    .    Thrust Area 3    .    Thrust Area 4    .    Thrust Area 5

Thrust Area 3: Advanced Structures and Materials


Project & Poster 3.14
Fatigue Resistance Optimization of Armored Vehicle Structures Using Weld Master S-N Curve
PIs: Nick Vlahopoulos, Pingsha Dong (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Carly Mayhood, Daniel Sinnott


Project 3.15
Sonar-Based Sensors for Autonomous Vehicles Using Passive and Active Metamaterials
PIs: Bogdan Popa, Bogdan Epureanu (U. of Michigan)

Poster Title: Autonomous Vehicle Navigation with Ultrasound Beams
Poster PDF

Recording of Poster Presentation
Presented by HyungSuk Kwon


Project & Poster 3.16
A Tire/Soil Interaction Representation for Agile Tire Slippage Characterization and Detection
PI: Vladimir Vantsevich (U. of Alabama, Birmingham)

Poster PDF

Recording of Poster Presentation
Presented by Jordan Whitson


Project & Poster 3.17
Enhanced Multiscale Off‐Road Mobility Prediction Capability with Machine Learning Constitutive Modeling for Large Deformable Granular Terrain
PI: Hiroyuki Sugiyama (U. of Iowa)

Poster PDF

Recording of Poster Presentation
Presented by Hiroyuki Sugiyama


Thrust Area 1    .   Thrust Area 2    .    Thrust Area 3    .    Thrust Area 4    .    Thrust Area 5

Thrust Area 4: Intelligent Power Systems


Project & Poster 4.29
Ignition Studies for Kinetic Mechanism Development and Validation
PI: André Boehman (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Shuqi Cheng


Project & Poster 4.30
Boundary Conditions for Predictive Combustion Simulation
PI: Marcis Jansons (Wayne State U.)

Poster PDF

Recording of Poster Presentation
Presented by Marcis Jansons


Project & Poster 4.33
Advanced Battery Diagnostics: Decoding the Electrode Swelling
PIs: Anna Stefanopoulou, Jason Siegel (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Peyman Mohtat


Project & Poster 4.34
Computational Discovery of Materials for Energy Storage: High Throughput Screening and Machine Learning
PI: Don Siegel (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Steven Kiyabu


Project 4.35
Novel Hybrid Electric Powertrains Enabled by Models of Electro-Magnetic-Structural Dynamics
PIs: Bogdan Epureanu, Heath Hofmann (U. of Michigan)

Poster Title: Energy Efficient Platooning of Connected Electrified Powertrains Enabled by a Novel Hybrid Electric Powertrain Architecture
Poster PDF

Recording of Poster Presentation
Presented by Chenyu Yi


Project 4.A67
Boosting Military Vehicle Hybridization – Developing Modeling, Simulation and Control Tools for Optimal Energy Storage Devices Selection
PIs: Zoran Filipi, Simona Onori (Stanford U.)

Poster Title: Enhanced-Ragone Plot for Energy Storage Selection in Electrified Military Vehicles
Poster PDF

Recording of Poster Presentation
Presented by Edoardo Catenaro


Thrust Area 1    .   Thrust Area 2    .    Thrust Area 3    .    Thrust Area 4    .    Thrust Area 5

Thrust Area 5: Fleet Operations and Vehicle System of Systems Integration


Project 5.13
AI-Based Attacker-Defender Dynamics of Adaptable Fleets of Autonomous Vehicles
PIs: Bogdan Epureanu, Panos Papapambros (U. of Michigan)

Poster Title: AI-Based Attacker-Defender Game of Autonomous Vehicle Teams
Poster PDF

Recording of Poster Presentation
Presented by Xingyu (Gavin) Li, Yanchao (Vera) Tan


Project & Poster 5.14
Parameter Synthesis and Requirement Analysis for Cyber-Physical Control System Design
PI: Necmiye Ozay (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Liren Yang


Project & Poster 5.15
Autonomously Learning Mobility Limits
PIs: Ilya Kolmonovsky, Anouck Girard (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Ilya Kolmonovsky


Project 5.16
Resilient Teaming: Fleet Organization and Decision Making in Heterogeneous Vehicle Teams to Meet Energy Requirements in Restricted and Unknown Environments
PI: Kira Barton (U. of Michigan)

Poster: Heterogeneous Vehicle Routing and Teaming with Gaussian Distributed Energy Uncertainty
Poster PDF

Recording of Poster Presentation
Presented by Bo Fu


Project 5.17
Communication-Constrained Multi-Robot Coordination
PI: Ed Olson (U. of Michigan)

Poster: Decentralized Multi-Policy Decision Making for Communication Constrained Multi-Robot Coordination
Poster PDF

Recording of Poster Presentation
Presented by Max Krogius


Project & Poster 5.18
Probability of Mobility for Mission Planning of Autonomous Ground Vehicles at "High Stress" Environments
PIs: Zissimos Mourelatos (Oakland U.), Zhen Hu (U. of Michigan, Dearborn)

Poster PDF

Recording of Poster Presentation
Presented by Zhen Hu


Project 5.19
Verification of Deep Learning Algorithms for Autonomy Related Tasks
PIs: Ram Vasudevan, Bogdan Epureanu (U. of Michigan)

Poster Title: Adversarial Scene Generation to Verify an AV’s Competencies
Poster PDF

Recording of Poster Presentation
Presented by Ted Sender


Project & Poster 5.20
Dynamic Teaming of Autonomous Vehicles to Address Intelligent Adversarial Actions
PI: Bogdan Epureanu (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Bogdan Epureanu, Chengfeng Xu


Project & Poster 5.A70
An Architectural Framework for Virtual Prototyping of Next Generation Combat Vehicles
PIs: Chris Paredis, Yue (Sophie) Wang (Clemson U.)

Poster PDF

Recording of Poster Presentation
Presented by Chris Paredis


Project & Poster 5.A71
Virtual Prototyping Capabilities by ADAS Tools Connected with a Gaming Engine
PI: Bogdan Epureanu (U. of Michigan)

Poster PDF

Recording of Poster Presentation
Presented by Ted Sender, Samudhbhav Prabhu


Thrust Area 1    .   Thrust Area 2    .    Thrust Area 3    .    Thrust Area 4    .    Thrust Area 5


Contact: arc-event-inquiries@umich.edu


 

Organized by the Automotive Research Center

In accordance with Cooperative Agreement W56HZV-19-2-0001

U.S. Army Combat Capabilities Development Command Ground Vehicle Systems Center Warren, MI