54 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- National Centre for Earth ObservationGB4 papers
- University of PlymouthGB2 papers
- California Polytechnic State UniversityUS1 paper
- Chiba UniversityJP1 paper
- Collecte Localisation Satellites (France)FR1 paper
- Embedded Systems (United States)US1 paper
- ET Enterprises (United Kingdom)GB1 paper
- European Space Research and Technology CentreNL1 paper
- Flatiron Health (United States)US1 paper
- Flatiron Institute1 paper
- Helmholtz MunichDE1 paper
- IfremerFR1 paper
10 papers
Estimating carbon pools in the European Shelf sea environment: replacing reanalysis by model-informed machine learning?
Jozef Skakala
Shelf seas are important for the economy and the carbon cycle, but shelf sea observations for carbon pools are often sparse, or highly uncertain. An alternative can be provided by…
Assimilation of machine learning-predicted nitrate to improve the quality of phytoplankton forecasting in the shelf sea environment
Deep S Banerjee, Jozef Skakala, David Ford
We demonstrate that assimilating Neural Network (NN)-predicted surface nitrate leads to a major improvement in phytoplankton short-range (1-5 day) dynamical model forecasts for the…
Hybrid machine learning data assimilation for marine biogeochemistry
Ieuan Higgs, Ross Bannister, Jozef Skákala +2
Marine biogeochemistry models are critical for forecasting, as well as estimating ecosystem responses to climate change and human activities. Data assimilation (DA) improves these…
Quantum-Assisted Space Logistics Mission Planning
Amiratabak Bahengam, Mohammad-Ali Miri, R. Joseph Rupert +2
Quantum computing provides a novel approach to addressing conventionally intractable issues in large-scale optimization. Space logistics missions require the efficient routing of p…
Word Embeddings for Automatic Equalization in Audio Mixing
Satvik Venkatesh, David Moffat, Eduardo Reck Miranda
In recent years, machine learning has been widely adopted to automate the audio mixing process. Automatic mixing systems have been applied to various audio effects such as gain-adj…
Ocean Mover's Distance: Using Optimal Transport for Analyzing Oceanographic Data
Sangwon Hyun, Aditya Mishra, Christopher L. Follett +8
Remote sensing observations from satellites and global biogeochemical models have combined to revolutionize the study of ocean biogeochemical cycling, but comparing the two data st…
Exploitation of error correlation in a large analysis validation: GlobCurrent case study
Richard E. Danielson, Johnny A. Johannessen, Graham D. Quartly +4
An assessment of variance in ocean current signal and noise shared by in situ observations (drifters) and a large gridded analysis (GlobCurrent) is sought as a function of day of t…
You Only Hear Once: A YOLO-like Algorithm for Audio Segmentation and Sound Event Detection
Satvik Venkatesh, David Moffat, Eduardo Reck Miranda
Audio segmentation and sound event detection are crucial topics in machine listening that aim to detect acoustic classes and their respective boundaries. It is useful for audio-con…
Low complexity model to study scale dependence of phytoplankton dynamics in the tropical Pacific
Jozef Skakala, Paolo Lazzari
We demonstrate that a simple model based on reaction-diffusion-advection (RDA) equation forced by realistic surface velocities and nutrients is skilled in reproducing the distribut…
Long-baseline horizontal radio-frequency transmission through polar ice
P. Allison, S. Archambault, J. J. Beatty +63
We report on analysis of englacial radio-frequency (RF) pulser data received over horizontal baselines of 1--5 km, based on broadcasts from two sets of transmitters deployed to dep…