Skip to main navigation
Skip to search
Skip to main content
Discovery - the University of Dundee Research Portal Home
Home
Profiles
Research units
Research Outputs
Projects
Datasets
Theses
Activity
Press/Media
Research Facilities
Prizes
Search by expertise, name or affiliation
Mutual information for explainable deep learning of multiscale systems
Søren Taverniers
, Eric J. Hall
, Markos A. Katsoulakis
, Daniel M. Tartakovsky (Lead / Corresponding author)
Mathematics
Research output
:
Contribution to journal
›
Article
›
peer-review
11
Citations (Scopus)
131
Downloads (Pure)
Overview
Fingerprint
Research Outputs
(1)
Fingerprint
Dive into the research topics of 'Mutual information for explainable deep learning of multiscale systems'. Together they form a unique fingerprint.
Sort by
Weight
Alphabetically
Keyphrases
Mutual Information
100%
Global Sensitivity Analysis
100%
Multiscale Systems
100%
Explainable Deep Learning
100%
Information Theory
33%
Control Variables
33%
Uncertainty Quantification
33%
Quantity of Interest
33%
Simulation-based
16%
Computationally Intensive
16%
Energy Storage
16%
Data Requirements
16%
Variables of Interest
16%
Product Design
16%
Non-Gaussian
16%
Emulator
16%
Deep Neural Network
16%
Multimodal Distribution
16%
Physics-based Model
16%
Black-box Model
16%
Reduced Parameters
16%
Hypersonic Vehicle
16%
High-dimensional Space
16%
Consumer Electronics
16%
Design Cycle
16%
Rapid Simulation
16%
Control Volume
16%
Timely Completion
16%
Model Explanation
16%
Design Loop
16%
Outer Loop
16%
Input Direction
16%
Engineering
Multiscale
100%
Mutual Information
100%
Deep Learning Method
100%
Uncertainty Quantification
66%
Gaussians
33%
Energy Storage
33%
Product Design
33%
Dimensional Space
33%
Consumer Electronics
33%
Black-Box Model
33%
Design Cycle
33%
Outer Loop
33%
Deep Neural Network
33%
Hypersonic Vehicle
33%
Earth and Planetary Sciences
Uncertainty Modeling
100%
Hypersonic Vehicle
50%
Energy Storage
50%
Chemical Engineering
Deep Learning Method
100%
Deep Neural Network
100%
Material Science
Complex System
100%