Measuring Dark Matter, Neutral Hydrogen and Neutrino Mass with Next Generation Weak Lensing and Radio Data

Lead Research Organisation: Newcastle University
Department Name: Sch of Maths, Statistics and Physics

Abstract

My research aims at measuring fundamental properties of three extremely elusive substances: dark matter, dark energy and neutrinos. As recently discovered, neutrinos are massive particles (Nobel Prize 2015), but their actual mass is still unknown. While we now understand how dark matter interacts with gravity, we still do not know what it is, and different cosmological measurements disagree about its abundance. Furthermore, all aspects of the dark energy are highly uncertain.

This situation will change drastically with the upcoming generation of galaxy surveys such as Euclid, LSST and WFIRST. These dedicated observatories will measure properties of dark matter, dark energy and neutrinos based on their "weak gravitational lensing" signatures. This technique relies on the detection of small distortions imparted on the image of distant galaxies by the gravitational pull of foreground massive objects. Weak lensing measures the abundance and the clustering of the total foreground matter, which is uniquely affected by its different elements.

I will use the latest observations from the Kilo Degree Survey, which has started to deliver exquisite weak lensing data, and will push the frontiers of our knowledge about the Universe, its content and its initial conditions. Through combining these dark matter data with independent observations of the cosmic microwave background and of the hydrogen, I will map out the global content of our Universe, component-by-component. This will be achieved with the method of 'cross-correlations', which singles out species common two both datasets.

These are transforming times for the field of cosmology, and the fundamental research undertaken during this Fellowship will by central to our understanding of dark matter, neutrinos, hydrogen and dark energy.

The expected outcome of the research includes the combined analyses of two lensing data sets, cosmic microwave background observations, and three dimensional maps of neutral hydrogen. It will result in at least five first-authored papers, plus a number of contributions based on sharing the simulations products that will be produced. This will directly support the future analysis of a number of scientific investigations, aiming for an impact well beyond 2030.
 
Title simulation-based inference 
Description I have led the design of a vast simulation programme to carry out cosmological inference in absence of theoretical models. 
Type Of Material Data analysis technique 
Year Produced 2022 
Provided To Others? Yes  
Impact Technique has since been used by other international collaborations (Dark Energy Survey, Hyper Suprime Survey, LSST-DESc and Euclid) 
URL https://ui.adsabs.harvard.edu/abs/2021MNRAS.506.1623H/abstract
 
Description Durham University 
Organisation Durham University
Country United Kingdom 
Sector Academic/University 
PI Contribution In collaboration with colleagues (already collaborators) from the University of Edinburgh, and based on my expertise in the field, prof. Baojiu Li invited me to contribute to a vast programme of weak lensing simulations tailored for probing deviations from the theory of General Relativity. I am leading the post-processing steps, which turn the raw data into observables, e.g. mock galaxy catalogues that resemble existing and upcoming galaxy surveys. First paper from this collaboration (Arnold et al, 2021) is out on the arXiv and under review. I am expecting to lead on or two papers based on this, the first of which is about 80% complete.
Collaborator Contribution Prof. Li and his team are in charge of generating the numerical simulations. Colleagues from Edinburgh will lead some of the statistical analysis.
Impact The project involves more than 200 numerical simulations that were run on the DIRAC super computer in Durham.
Start Year 2020
 
Description Euclid HOWLS 
Organisation Laboratoire d'Astrophysique de Marseile
Country France 
Sector Academic/University 
PI Contribution I have joined the Euclid 'Higher Order Weak Lensing Statistics' HOWLS), a working group within the 'Weak Lensing' team, and provided for the group a large series (+900) of numerical simulations (based on the SLICS simulations I have lead, described in Harnois-Deraps+2018, but post-processed for this work) with which we are currently identifying optimal combinations of weak lensing probes with which to constrain dark matter and dark energy parameters. Paper underway, estimated date of publication in spring 2022.
Collaborator Contribution Other members collaborators have provided complementary suites of simulations (DUSTGRAIN simulations), with which we are examining which weak lensing method optimally extract information about dark matter and dark energy.
Impact My simulations are also being used by the Euclid Weak Lensing Covariance working group, whose goal is to accurately estimate the correlation existing between different parts of the cosmic shear data vector.
Start Year 2021
 
Description Euclid HOWLS 
Organisation UK Space Agency
Department Euclid Consortium
Country France 
Sector Charity/Non Profit 
PI Contribution I have joined the Euclid 'Higher Order Weak Lensing Statistics' HOWLS), a working group within the 'Weak Lensing' team, and provided for the group a large series (+900) of numerical simulations (based on the SLICS simulations I have lead, described in Harnois-Deraps+2018, but post-processed for this work) with which we are currently identifying optimal combinations of weak lensing probes with which to constrain dark matter and dark energy parameters. Paper underway, estimated date of publication in spring 2022.
Collaborator Contribution Other members collaborators have provided complementary suites of simulations (DUSTGRAIN simulations), with which we are examining which weak lensing method optimally extract information about dark matter and dark energy.
Impact My simulations are also being used by the Euclid Weak Lensing Covariance working group, whose goal is to accurately estimate the correlation existing between different parts of the cosmic shear data vector.
Start Year 2021
 
Description LSST HOS-TT 
Organisation LSST Dark Energy Science Collaboration
Sector Charity/Non Profit 
PI Contribution I am co-leading a Topical Team on Higher-Order Statistics, and I am in charge to get ready for a simulation-based cosmological analysis based on Year-1 LSST data by the end of 2023.
Collaborator Contribution Other partners are contributing expertise in measurement methods and analysis pipelines.
Impact The simulations will also be used by other working group within LSST, including the Theory and Joint Probe Covariance effort, and the Large Scale Structure group.
Start Year 2022
 
Description Public outreach 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact I gave a public talk on mapping dark matter with millions of galaxies
Year(s) Of Engagement Activity 2024
 
Description Seminar At UDallas 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact I was invited to give a talk on my research on infusing intrinsic alignments of galaxies in numerical simulations, which lead to excellent discussion with the staff and post-docs at UDallas. Since then we collaborate on applying my techniques on much larger simulations, which is carried out within the LSST-DESC collaboration. I am leading the project.
Year(s) Of Engagement Activity 2021
 
Description Talk in conference 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Led two discussion on my research and how it impacts upcoming cosmological data analyses.
Year(s) Of Engagement Activity 2023
URL https://bacco.dipc.org/workshop/
 
Description Workshop on cosmic shear beyond two-point statistics, Kyoto 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact I presented an overview of the state-of-the-art in the field, along with conclusions we could draw. Many of these have since been adopted by other teams of researchers.
Year(s) Of Engagement Activity 2022
 
Description Workshop on cosmology with beyond-two-point statistics 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact I led a 2h-long discussion that was well attended and sparked discussions that lasted well after the presentation.
Year(s) Of Engagement Activity 2022