705 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Commonwealth Scientific and Industrial Research OrganisationAU25 papers
- UNSW SydneyAU24 papers
- Center for Astrophysics Harvard & SmithsonianUS16 papers
- Centre National de la Recherche ScientifiqueFR14 papers
- Australia Telescope National FacilityAU13 papers
- The University of SydneyAU13 papers
- University of LeedsGB12 papers
- Western Sydney UniversityAU12 papers
- Australian National UniversityAU11 papers
- University College LondonGB11 papers
- University of Southern QueenslandAU10 papers
- University of ManchesterGB9 papers
14 papers · 1 filter
Determining cross sections from transport coefficients using deep neural networks
Peter W. Stokes, Daniel G. Cocks, Michael J. Brunger +1
We present a neural network for the solution of the inverse swarm problem of deriving cross sections from swarm transport data. To account for the uncertainty inherent to this some…
Variation-aware Binarized Memristive Networks
Corey Lammie, Olga Krestinskaya, Alex James +1
The quantization of weights to binary states in Deep Neural Networks (DNNs) can replace resource-hungry multiply accumulate operations with simple accumulations. Such Binarized Neu…
Timescale separation solution of Kadanoff-Baym equations for quantum transport in time-dependent fields
Thomas D. Honeychurch, Daniel S. Kosov
The interaction with time-dependent external fields, especially the interplay between time-dependent driving and quantum correlations, changes the familiar picture of electron tran…
Data-Efficient Classification of Birdcall Through Convolutional Neural Networks Transfer Learning
Dina B. Efremova, Mangalam Sankupellay, Dmitry A. Konovalov
Deep learning Convolutional Neural Network (CNN) models are powerful classification models but require a large amount of training data. In niche domains such as bird acoustics, it…
Fluctuating-time and full counting statistics for quantum transport in a system with internal telegraphic noise
Samuel L. Rudge, Daniel S. Kosov
Many molecular junctions display stochastic telegraphic switching between two distinct current values, which is therefore an important source of fluctuations in nanoscale quantum t…
Counting quantum jumps: a summary and comparison of fixed-time and fluctuating-time statistics in electron transport
Samuel L. Rudge, Daniel S. Kosov
In quantum transport through nanoscale devices, fluctuations arise from various sources: the discreteness of charge carriers, the statistical non-equilibrium that is required for d…
General classification of light curves using extreme boosting
Refilwe Kgoadi, Chris Engelbrecht, Ian Whittingham +1
A significant degree of misclassification of variable stars through the application of machine learning methods to survey data motivates a search for more reliable and accurate mac…
A Survey of Asynchronous Programming Using Coroutines in the Internet of Things and Embedded Systems
Bruce Belson, Jason Holdsworth, Wei Xiang +1
Many Internet of Things and embedded projects are event-driven, and therefore require asynchronous and concurrent programming. Current proposals for C++20 suggest that coroutines w…
In Situ Cane Toad Recognition
Dmitry A. Konovalov, Simindokht Jahangard, Lin Schwarzkopf
Cane toads are invasive, toxic to native predators, compete with native insectivores, and have a devastating impact on Australian ecosystems, prompting the Australian government to…
Accelerating Deterministic and Stochastic Binarized Neural Networks on FPGAs Using OpenCL
Corey Lammie, Wei Xiang, Mostafa Rahimi Azghadi
Recent technological advances have proliferated the available computing power, memory, and speed of modern Central Processing Units (CPUs), Graphics Processing Units (GPUs), and Fi…
Underwater Fish Detection with Weak Multi-Domain Supervision
Dmitry A. Konovalov, Alzayat Saleh, Michael Bradley +3
Given a sufficiently large training dataset, it is relatively easy to train a modern convolution neural network (CNN) as a required image classifier. However, for the task of fish…
Patent Analytics Based on Feature Vector Space Model: A Case of IoT
Lei Lei, Jiaju Qi, Kan Zheng
The number of approved patents worldwide increases rapidly each year, which requires new patent analytics to efficiently mine the valuable information attached to these patents. Ve…
Ultracold homonuclear and heteronuclear collisions in metastable helium
D. G. Cocks, I. B. Whittingham, G. Peach
Scattering and ionizing cross sections and rates are calculated for ultracold collisions between metastable helium atoms using a fully quantum-mechanical close-coupled formalism. H…
Non-renewal statistics in quantum transport through the eyes of first-passage and waiting time distributions
Samuel L. Rudge, Daniel S. Kosov
The waiting time distribution has, in recent years, proven to be a useful statistical tool for characterising transport in nanoscale quantum transport. In particular, as opposed to…