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autonomous systems
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Adaptive SystemsAutomationAutonomic SystemsAwareness MechanismsCloud Computing
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Cooperative Real Time Autonomy
1990 - 1996
During the early 1990s, autonomous systems research prioritized real-time cooperative architectures that tightly integrated planning, reasoning, and reactive control to operate in dynamic environments. Hierarchical and layered control structures emerged to balance fast reactive responses with deliberative decision-making, enabling more robust operation in mobile robots and autonomous vehicles. Perception and sensor fusion advanced navigation and obstacle avoidance, while early learning-based planning contributed to adaptive behavior and control under uncertainty.
• Real-time cooperative architectures integrate planning and reasoning with reactive control to support autonomous operation in dynamic environments, using hierarchical AI/control subsystems to maintain responsiveness while making timely decisions [9], [18], [6], [10].
• Automated highway driving emphasizes vehicle-following, platooning, and traffic-flow optimization to reduce congestion and improve safety; architectures address autonomous cruise control and highway navigation [3], [1], [8], [20].
• Fault-tolerant design and reliability analysis are central, featuring real-time fault diagnosis, control reconfiguration, and robust architectures for autonomous vehicles and robotic systems [4], [5], [7], [13].
• Sensory integration and perception drive navigation and obstacle avoidance through fusion of active and passive sensing with visual guidance [14], [12], [11].
• Learning-based planning and adaptive control shape autonomous behavior, combining genetic algorithms, intelligent control, and nonlinear robust strategies across diverse platforms [19], [2], [16], [17].
Popular Keywords
Modular Kinodynamic Autonomy
1997 - 2003
Integrated Perception Planning
2004 - 2010
End-to-End Autonomous Vehicle Systems
2011 - 2017
Planning-First Autonomy
2018 - 2024