Search Results for author: Ali Mosleh

Found 9 papers, 1 papers with code

Proceedings of the 3rd International Workshop on Autonomous Systems Safety

no code implementations27 Apr 2023 Christoph Thieme, Marilia Ramos, Ingrid B. Utne, Ali Mosleh

The workshop gathers experts from academia, regulatory agencies, and industry to discuss challenges and potential solutions for SRS of autonomous systems from different perspectives.

SeKron: A Decomposition Method Supporting Many Factorization Structures

no code implementations12 Oct 2022 Marawan Gamal Abdel Hameed, Ali Mosleh, Marzieh S. Tahaei, Vahid Partovi Nia

We validate SeKron for model compression on both high-level and low-level computer vision tasks and find that it outperforms state-of-the-art decomposition methods.

Model Compression Tensor Decomposition

A generic physics-informed neural network-based framework for reliability assessment of multi-state systems

1 code implementation1 Dec 2021 Taotao Zhou, Xiaoge Zhang, Enrique Lopez Droguett, Ali Mosleh

The gradient projection operation significantly mitigates the detrimental effects caused by the gradient interference when training PINN, thus accelerating the convergence speed of PINN to high-precision solutions to MSS reliability assessment.

Multi-Task Learning

An Uncertainty-Informed Framework for Trustworthy Fault Diagnosis in Safety-Critical Applications

no code implementations8 Oct 2021 Taotao Zhou, Enrique Lopez Droguett, Ali Mosleh, Felix T. S. Chan

There has been a growing interest in deep learning-based prognostic and health management (PHM) for building end-to-end maintenance decision support systems, especially due to the rapid development of autonomous systems.

Decision Making Management

Convolutional Neural Network Compression through Generalized Kronecker Product Decomposition

no code implementations29 Sep 2021 Marawan Gamal Abdel Hameed, Marzieh S. Tahaei, Ali Mosleh, Vahid Partovi Nia

Modern Convolutional Neural Network (CNN) architectures, despite their superiority in solving various problems, are generally too large to be deployed on resource constrained edge devices.

Image Classification Knowledge Distillation +1

Human Reliability Analysis for Oil and Gas Operations: Analysis of Existing Methods

no code implementations28 Sep 2021 Marilia Ramos, Camille Major, Nsimah Ekanem, Cesar Malpica, Ali Mosleh

It remarks that these discussions must be seriously considered in defining a technical roadmap to a credible HRA method for the Oil and Gas industry.

Management

Physics-Informed Deep Learning: A Promising Technique for System Reliability Assessment

no code implementations24 Aug 2021 Taotao Zhou, Enrique Lopez Droguett, Ali Mosleh

Considerable research has been devoted to deep learning-based predictive models for system prognostics and health management in the reliability and safety community.

Management Uncertainty Quantification

Hardware-in-the-Loop End-to-End Optimization of Camera Image Processing Pipelines

no code implementations CVPR 2020 Ali Mosleh, Avinash Sharma, Emmanuel Onzon, Fahim Mannan, Nicolas Robidoux, Felix Heide

These low-level pipelines consist of a sequence of processing blocks that, depending on their hyperparameters, reconstruct a color image from RAW sensor measurements.

object-detection Object Detection

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