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Title: Explainable AI and Robustness-Based Test and Evaluation of Reinforcement Learning

Journal Article · · IEEE Transactions on Aerospace and Electronics Systems

Not Available

Sponsoring Organization:
USDOE
Grant/Contract Number:
NA0003525
OSTI ID:
2462822
Journal Information:
IEEE Transactions on Aerospace and Electronics Systems, Journal Name: IEEE Transactions on Aerospace and Electronics Systems Journal Issue: 5 Vol. 60; ISSN 0018-9251
Publisher:
Institute of Electrical and Electronics EngineersCopyright Statement
Country of Publication:
United States
Language:
English

References (36)

AI4SE and SE4AI: A Research Roadmap journal March 2020
System architecting and design space characterization journal April 2018
Explainable Reinforcement Learning: A Survey book August 2020
Model predictive control: Theory and practice—A survey journal May 1989
Latin hypercube sampling and the propagation of uncertainty in analyses of complex systems journal July 2003
Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI journal June 2020
Explainability in deep reinforcement learning journal February 2021
Test and Evaluation of Reinforcement Learning via Robustness Testing and Explainable AI for High-Speed Aerospace Vehicles conference March 2022
Toward Automated Game Balance: A Systematic Engineering Design Approach conference August 2021
An Actor-Critic Deep Reinforcement Learning Approach for Transmission Scheduling in Cognitive Internet of Things Systems journal March 2020
Data-Driven Simultaneous Multibeam Power Allocation: When Multiple Targets Tracking Meets Deep Reinforcement Learning journal March 2021
Intelligent Residential Energy Management System Using Deep Reinforcement Learning journal December 2020
State-of-the-Art Integrated Guidance and Control Systems in Unmanned Vehicles: A Review journal September 2021
Cognitive Radar Principles for Defence and Security Applications journal December 2019
Aerodynamic Coefficients Models of Hypersonic Vehicle Based on Aero Database conference September 2010
Real-Time Optimal Control for Spacecraft Orbit Transfer via Multiscale Deep Neural Networks journal October 2019
Fast Generation of Optimal Asteroid Landing Trajectories Using Deep Neural Networks journal August 2020
On the Stability Analysis of Deep Neural Network Representations of an Optimal State Feedback journal February 2021
Multiconstrained Real-Time Entry Guidance Using Deep Neural Networks journal February 2021
Disturbance Observer Enhanced Neural Network LPV Control for a Blended-Wing-Body Large Aircraft journal October 2021
Evaluation Model, Intelligent Assignment, and Cooperative Interception in Multimissile and Multitarget Engagement journal August 2022
DOB-Based Neural Control of Flexible Hypersonic Flight Vehicle Considering Wind Effects journal November 2017
Reinforcement Learning Based Truck-and-Drone Coordinated Delivery journal August 2023
Mission Engineering and Design using Real-Time Strategy Games: An Explainable-AI Approach journal October 2021
Optuna: A Next-generation Hyperparameter Optimization Framework
  • Akiba, Takuya; Sano, Shotaro; Yanase, Toshihiko
  • KDD '19: The 25th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining https://doi.org/10.1145/3292500.3330701
conference July 2019
A Value for n-Person Games book December 1953
Deep Learning Techniques for Autonomous Spacecraft Guidance During Proximity Operations journal November 2021
Real-Time Guidance for Low-Thrust Transfers Using Deep Neural Networks journal February 2021
Reinforcement-Learning-Based Adaptive Optimal Flight Control with Output Feedback and Input Constraints journal September 2021
Autonomous Delay Tolerant Network Management Using Reinforcement Learning journal July 2021
Human-Aware Reinforcement Learning for Fault Recovery Using Contextual Gaussian Processes journal July 2021
Computational Missile Guidance: A Deep Reinforcement Learning Approach journal August 2021
Self-tuning Gains of a Quadrotor using a Simple Model for Policy Gradient Reinforcement Learning conference January 2016
An Overview of Systems Engineering Challenges for Designing AI-Enabled Aerospace Systems conference January 2021
Continuous control for robot based on deep reinforcement learning dissertation January 2019
LongiControl: A Reinforcement Learning Environment for Longitudinal Vehicle Control conference January 2021