Deep learning methods for space situational awareness in mega-constellations satellite-based internet of things networks

F Massimi, P Ferrara, F Benedetto - Sensors, 2022 - mdpi.com
Artificial Intelligence of things (AIoT) is the combination of Artificial Intelligence (AI)
technologies and the Internet of Things (IoT) infrastructure. AI deals with the devices' …

Cooperative space object tracking using space-based optical sensors via consensus-based filters

B Jia, KD Pham, E Blasch, D Shen… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Cooperative tracking plays a key role in space situation awareness for scenarios with a
limited number of observations or poor performance of a single sensor or both. To use the …

Fixed-time zero-sum Pursuit–Evasion game control of multisatellite via adaptive dynamic programming

Z Zhang, K Zhang, X **e, J Sun - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Inspired by the combination of zero-sum game and fixed-time convergence, this study
investigates the optimal control strategy for a multisatellite fixed-time pursuit–evasion zero …

Game theoretic self-organization in multi-satellite distributed task allocation

C Sun, X Wang, H Qiu, Q Zhou - Aerospace Science and Technology, 2021 - Elsevier
This paper addresses self-organized task allocation in multi-satellite systems by formulating
it as a potential game and proposing a distributed task allocation algorithm (DT2A) via …

Two-stage pursuit strategy for incomplete-information impulsive space pursuit-evasion mission using reinforcement learning

B Yang, P Liu, J Feng, S Li - Aerospace, 2021 - mdpi.com
This paper presents a novel and robust two-stage pursuit strategy for the incomplete-
information impulsive space pursuit-evasion missions considering the J2 perturbation. The …

Learning deception using fuzzy multi-level reinforcement learning in a multi-defender one-invader differential game

A Asgharnia, H Schwartz, M Atia - International Journal of Fuzzy Systems, 2022 - Springer
Differential games are a class of game theory problems governed by differential equations.
Differential games are often defined in the continuous domain and solved by the calculus of …

Network survivability oriented Markov games (NSOMG) in wideband satellite communications

D Shen, G Chen, G Wang, K Pham… - 2014 IEEE/AIAA 33rd …, 2014 - ieeexplore.ieee.org
Future satellite communications (SATCOM) challenges will require cognitive spectrum
management and agile waveform adaptation solutions that are not only context-aware and …

Hybrid blockchain-enabled secure microservices fabric for decentralized multi-domain avionics systems

R Xu, Y Chen, E Blasch, A Aved… - Sensors and Systems …, 2020 - spiedigitallibrary.org
Advancement in artificial intelligence (AI) and machine learning (ML), dynamic data driven
application systems (DDDAS), and hierarchical cloud-fog-edge computing paradigm provide …

A Geometrical, Reachable Set Approach for Constrained Pursuit–Evasion Games with Multiple Pursuers and Evaders

O Jansson, MW Harris - Aerospace, 2023 - mdpi.com
This paper presents a solution strategy for deterministic time-optimal pursuit–evasion games
with linear state constraints, convex control constraints, and linear dynamics that is …

Linear quadratic differential game approach for attitude takeover control of failed spacecraft

Y Chai, J Luo, N Han, J **e - Acta Astronautica, 2020 - Elsevier
Spacecraft is mostly abandoned after its fuel exhausts or actuator fails. Using microsatellites
to implement attitude takeover control for failed spacecraft is a cost efficient way to recycle …