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Interval and fuzzy physics-augmented neural networks (iPANN and fPANN) for uncertainty quantification and propagation in constitutive modeling

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Interval and fuzzy physics-augmented neural networks (iPANN and fPANN) for uncertainty quantification and propagation in constitutive modeling

·8 min read·Somesh Pratap Singh, Govinda Anantha Padmanabha, Jingye Tan et al.

This paper addresses the challenge of performing uncertainty quantification and propagation for hyperelastic constitutive models learned from sparse.

researchuncertainty-quantificationconstitutive-modelingphysics-informed-neural-networksinterval-analysis

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Ocular Verification for Virtual Reality

research note

Ocular Verification for Virtual Reality

·8 min read·Husanpreet Singh, Robert Tran, Ayushree Kharel et al.

This paper addresses the critical challenge of ocular biometric authentication in virtual reality (VR) headsets, where traditional iris recognition.

researchvr-biometricsiris-recognitionperiocular-recognitionimage-quality-assessment

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