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Data-driven designs of fault detection systems via neural network-aided learning
With the aid of neural networks, this article develops two data-driven designs of fault
detection (FD) for dynamic systems. The first neural network is constructed for generating …
detection (FD) for dynamic systems. The first neural network is constructed for generating …
Demystifying automotive safety and security for semiconductor developer
V Prasanth, D Foley, S Ravi - 2017 IEEE International Test …, 2017 - ieeexplore.ieee.org
Advances in both semiconductor and automotive industry are today enabling the next
generation of vehicles with significant electronics content than ever before. Consumers can …
generation of vehicles with significant electronics content than ever before. Consumers can …
Exploiting application tolerance for functional safety
V Prasanth, R Parekhji… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
As the use of safety critical systems is becoming more prevalent, there is a need to reduce
the implementation overhead required to provide safety. The conventional design of such …
the implementation overhead required to provide safety. The conventional design of such …
Hierarchical state space checks for errors in sensors, actuators and control of nonlinear systems: Diagnosis and compensation
MI Momtaz, A Chatterjee - 2019 IEEE 28th Asian Test …, 2019 - ieeexplore.ieee.org
The rapid rise of self-driving cars and drones has raised questions about the safety of
autonomous robotics deployed in society. Prior work on robust and adaptive control make …
autonomous robotics deployed in society. Prior work on robust and adaptive control make …
Hierarchical check based detection and diagnosis of sensor-actuator malfunction in autonomous systems: A quadcopter study
MI Momtaz, A Chatterjee - … Symposium on On-Line Testing and …, 2019 - ieeexplore.ieee.org
Future pervasive autonomous systems such as un-manned land and air vehicles will need
to be extremely resilient to failures in sensors, actuators and on-board electronics for the …
to be extremely resilient to failures in sensors, actuators and on-board electronics for the …
Alera: Accelerated reinforcement learning driven adaptation to electro-mechanical degradation in nonlinear control systems using encoded state space error …
S Banerjee, A Chatterjee - ACM Transactions on Intelligent Systems and …, 2019 - dl.acm.org
The successful deployment of autonomous real-time systems is contingent on their ability to
recover from performance degradation of sensors, actuators, and other electro-mechanical …
recover from performance degradation of sensors, actuators, and other electro-mechanical …
Cross-layer control adaptation for autonomous system resilience
The last decade has seen tremendous advances in the transformation of ubiquitous control,
computing and communication platforms that are anytime, anywhere. These platforms allow …
computing and communication platforms that are anytime, anywhere. These platforms allow …
Real-time self-learning for control law adaptation in nonlinear systems using encoded check states
S Banerjee, A Chatterjee - 2017 22nd IEEE European Test …, 2017 - ieeexplore.ieee.org
With the wide proliferation of autonomous sense-and-control real-time systems (such as
robots and self-driven cars), a key research objective is rapid recovery from the effects of …
robots and self-driven cars), a key research objective is rapid recovery from the effects of …
Concurrent error detection in embedded digital control of nonlinear autonomous systems using adaptive state space checks
The advent of pervasive autonomous systems such as self-driving cars and drones has
raised questions about their safety and trustworthiness. This is particularly relevant in the …
raised questions about their safety and trustworthiness. This is particularly relevant in the …
Safety analysis for integrated circuits in the context of hybrid systems
V Prasanth, R Parekhji… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
Many real-life systems have integrated circuits interacting with physical systems in safety
critical applications. These systems are called hybrid systems. The safety analysis of …
critical applications. These systems are called hybrid systems. The safety analysis of …