Manaswin Oddiraju
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View article: Physics-Informed Machine Learning Towards A Real-Time Spacecraft Thermal Simulator
Physics-Informed Machine Learning Towards A Real-Time Spacecraft Thermal Simulator Open
Modeling thermal states for complex space missions, such as the surface exploration of airless bodies, requires high computation, whether used in ground-based analysis for spacecraft design or during onboard reasoning for autonomous operat…
View article: Physics-Infused Machine Learning Based Prediction of VTOL Aerodynamics with Sparse Datasets
Physics-Infused Machine Learning Based Prediction of VTOL Aerodynamics with Sparse Datasets Open
Complex optimal design and control processes often require repeated evaluations of expensive objective functions and consist of large design spaces. Data-driven surrogates such as neural networks and Gaussian processes provide an attractiv…
View article: Conceptual Design of Cellular Auxetic Systems with Passive Adaptation to Loading
Conceptual Design of Cellular Auxetic Systems with Passive Adaptation to Loading Open
Auxetics refer to a class of engineered structures which exhibit an overall negative Poisson's ratio. These structures open up various potential opportunities in impact resistance, high energy absorption, and flexible robotics, among other…
View article: Efficient Inverse Design of 2D Elastic Metamaterial Systems using Invertible Neural Networks
Efficient Inverse Design of 2D Elastic Metamaterial Systems using Invertible Neural Networks Open
Locally resonant elastic metamaterials (LREM) can be designed, by optimizing the geometry of the constituent self-repeating unit cells, to potentially damp out vibration in selected frequency ranges, thus yielding desired bandgaps. However…
View article: Efficient Inverse Design of 2D Elastic Metamaterial Systems Using\n Invertible Neural Networks
Efficient Inverse Design of 2D Elastic Metamaterial Systems Using\n Invertible Neural Networks Open
Locally resonant elastic metamaterials (LREM) can be designed, by optimizing\nthe geometry of the constituent self-repeating unit cells, to potentially damp\nout vibration in selected frequency ranges, thus yielding desired bandgaps.\nHowe…
View article: Metamodel Based Forward and Inverse Design for Passive Vibration Suppression
Metamodel Based Forward and Inverse Design for Passive Vibration Suppression Open
Aperiodic metamaterials represent a class of structural systems that are composed of different building blocks (cells), instead of a self-repeating chain of the same unit cells. Optimizing aperiodic cellular structural systems thus present…