Works (3)
Updated: March 11th, 2024 08:13
2021 journal article
Atlantic Hurricane Activity Prediction: A Machine Learning Approach
ATMOSPHERE, 12(4).
author keywords: hurricanes; tropical cyclones; fusion networks; weather forecast
topics (OpenAlex): Tropical and Extratropical Cyclones Research; Earthquake Detection and Analysis; Meteorological Phenomena and Simulations
TL;DR:
A machine learning model capable of making good preseason-prediction of Atlantic hurricane activity is presented, which has the potential to make skillful predictions up to 18 months in advance.
(via Semantic Scholar)
open access via www.mdpi.com (publisher PDF)
UN Sustainable Development Goal Categories
13. Climate Action
(Web of Science)
14. Life Below Water
(OpenAlex)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: April 4, 2021
2021 journal article
Event driven sensor fusion
SIGNAL PROCESSING, 188.
author keywords: Sensor fusion; Multi-modal fusion; Event driven classification
topics (OpenAlex): Target Tracking and Data Fusion in Sensor Networks; Fault Detection and Control Systems; Distributed Sensor Networks and Detection Algorithms
TL;DR:
This paper addresses the issue of coping with damaged sensors when using the model, by learning a hidden space between sensor modalities which can be exploited to safeguard detection performance.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
16. Peace, Justice and Strong Institutions
(OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: August 23, 2021
2021 journal article
Robust Multi-Modal Sensor Fusion: An Adversarial Approach
IEEE SENSORS JOURNAL, 21(2), 1885–1896.
author keywords: Sensor fusion; Sensor phenomena and characterization; Generators; Sensor systems; Generative adversarial networks; Feature extraction; Multi-modal sensors; target detection; Generative Adversarial Networks (GAN); Event Driven Fusion
topics (OpenAlex): Target Tracking and Data Fusion in Sensor Networks; Remote-Sensing Image Classification; Infrared Target Detection Methodologies
TL;DR:
This work exploits selected optimal features from an estimated latent space of data across all modalities, learned via a generative network conditioned on individual sensor modalities and shows that such an approach can achieve automatic system robustness against noisy/damaged sensors.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
3. Good Health and Well-being
(Web of Science)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: January 19, 2021