KICP Friday Noon Seminars: 2018
DateTalk TitleSpeaker
January 12, 2018Topics in weak lensingPatricia Larsen, Argonne National Laboratory
January 19, 2018Discussion on old and new mechanisms of leptogenesisJessica M Turner, Fermi National Accelerator Laboratory
January 26, 2018Mass' not the only thing: Secondary effects in the galaxy-halo connectionYao-Yuan Mao, University of Pittsburgh
February 2, 2018High redshift 21cm intensity mapping Past, Present, and FutureDaniel Jacobs, Arizona State University
February 9, 2018The impact of massive neutrinos on cosmological observablesFrancisco Villaescusa-Navarro, Center for Computational Astrophysics
February 16, 2018Project 8: Towards a Direct Measurement of the Neutrino Mass with Tritium Beta DecaysNoah S Oblath, Pacific Northwest National Laboratory
March 2, 2018Innovations in Big Data and HPC for CosmologyDeborah Bard, NERSc, LBNL
March 30, 2018Galaxy Cluster Cosmology with the Dark Energy SurveyYuanyuan Zhang, Fermilab
April 6, 2018Habitability of water-rich exoplanetsNadejda Marounina, University of Chicago
April 13, 2018Primordial Black Holes in the era of Planck and LIGOYacine Ali-Haimoud, New York University
April 20, 2018Simulating structure formation in different environments and the applicationsChi-Ting Chiang, C.N. Yang Institute for Theoretical Physics/Stony Brook University
April 27, 2018Microwave Multiplexing of Superconducting SensorsJohn A B Mates, University of Colorado, Boulder
May 4, 2018The early Universe: preparing theory for observationsEmanuela Dimastrogiovanni, Case Western Reserve University
May 18, 2018The Progenitor of the Milky Way's HaloVasily Belokurov, University of Cambridge/CCA, NYC
May 25, 2018Beyond the BoostSiavash Yasini, University of Southern California
June 1, 2018Imaging supermassive black holes with the Event Horizon TelescopeLindy Blackburn, Harvard-Smithsonian CfA
June 29, 2018Mapping the Milky Way in 6D with GaiaJo Bovy, The University of Toronto
October 5, 2018Neutrino cosmology and large scale structureChristiane Stefanie Lorenz, University of Oxford
October 12, 2018Massive Neutrinos, Galaxy Clusters and the Lyman-alpha ForestSimeon Bird, UC Riverside
October 19, 2018Precision Cosmology with the Cosmic Microwave Background from ChileSara M. Simon, University of Michigan
November 2, 2018Astrophysical applications of coherent neutrino scatteringLouis Strigari, Texas A&M University
November 9, 2018Superfluids and the Cosmological Constant ProblemJeremy Sakstein, University of Pennsylvania
November 16, 2018Dark Matter in Disequilibrium and Implications for Direct DetectionLina Necib, Caltech
November 30, 2018A Solution to the Cosmological Constant ProblemSurjeet Rajendran, UC Berkeley
December 7, 2018Searching for Dark Matter Interactions in CosmologyKimberly Boddy, Johns Hopkins University
December 14, 2018Counting Stars: Developing Probabilistic Cataloging for Crowded FieldsStephen Portillo, University of Washington

Topics in weak lensing
January 12, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Patricia Larsen, Argonne National Laboratory

Gravitational weak lensing has emerged in recent years as a powerful probe of cosmology, giving important constraints on both dark and luminous matter. This has led to a number of ambitious future surveys, which promise to revolutionise the field if theoretical challenges can be met. In this talk I will discuss some of my recent work in the field of weak lensing, spanning a range of topics including combined probe analysis, intrinsic alignment contamination and delensing.

Discussion on old and new mechanisms of leptogenesis
January 19, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Jessica M Turner, Fermi National Accelerator Laboratory

In the first half of the talk, I will present preliminary results which indicate the scale of thermal leptogenesis may be several orders of magnitude lower than previously thought.
In the second half of this talk I will present a mechanism of leptogenesis which is based on the vacuum CP-violating phase transition. This approach differs from classical thermal leptogenesis as a specific seesaw model, and its UV completion, need not be specified. The lepton asymmetry is generated via the dynamically realised coupling of the Weinberg operator during the phase transition. This
mechanism provides strong connections with low-energy neutrino experiments.

Mass' not the only thing: Secondary effects in the galaxy-halo connection
January 26, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Yao-Yuan Mao, University of Pittsburgh

Dark matter halos are the building blocks of our universe. The story we have been telling is that the galaxies live in halos, and that brighter galaxies live in bigger halos. This story is mostly consistent with our observation and hydrodynamical simulations, and has shed light on our understandings of galaxy formation and evolution. However, it is also clear that this simple, zeroth-order galaxy-halo connection is not the whole story. The assembly history of halos affects the galaxies reside in, and also affects the clustering properties of halos. This effect, usually known as "assembly bias," has brought new challenges to our ability to accurately model the galaxy-halo connection. A class of galaxy-halo connection models that take assembly bias into account has emerged, but it at the same time highlights the complex nature of assembly bias. In this talk I will discuss a few different aspects of assembly bias, focusing on how it affects the galaxy-halo connection and also its implications.

High redshift 21cm intensity mapping Past, Present, and Future
February 2, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Daniel Jacobs, Arizona State University

The redshifted 21 cm line from neutral hydrogen provides a direct, cosmological scale, probe of the epochs of reionization and heating. In the past decade, multiple experimental arrays have worked towards detection and characterization of this spectral line signal at redshifts 6 and higher. HERA is a second generation instrument probing 21cm emission and absorption at redshifts from 6 to 20. The use of large static dishes provides sensitivity which is predicted to be roughly an order of magnitude larger than first generation experiments while advances in instrumentation and technique aim for reduced foreground contamination. The raw sensitivity provided by dishes is high enough that forecasts of astrophysical parameter constraint precision is limited mainly by model uncertainty not sensitivity, and that for the first time direct imaging of features is theoretically possible. HERA is proceeding with construction while observing in parallel with new dishes being added as they become available. The 2017-2018 observing season with 40 dishes is forecasted to have roughly double the sensitivity of previous experiments. Here we report the ongoing commissioning of this array and present early results of experiments in calibration and imaging.

The impact of massive neutrinos on cosmological observables
February 9, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Francisco Villaescusa-Navarro, Center for Computational Astrophysics

Neutrinos are one of the most mysterious particles in nature. The discovery that they are massive has revolutionized our understanding of fundamental physics. Unfortunately, we still don't know their nature, masses or hierarchy. A worldwide effort is underway trying to answer these questions through laboratory experiments. In this seminar I will show how neutrino's unique nature leaves signatures on many different cosmological observables such as the properties of matter, halos, galaxies, voids, redshift-space distortions, the Lya-forest, baryonic acoustic oscillations and 21cm. I will discuss how those signatures can be used to weigh neutrinos and what are the main problems to obtain an unbiased measure of their masses.

Project 8: Towards a Direct Measurement of the Neutrino Mass with Tritium Beta Decays
February 16, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Noah S Oblath, Pacific Northwest National Laboratory

Cyclotron Radiation Emission Spectroscopy, a frequency-based method for deter- mining the energy of relativistic electrons, has recently been demonstrated by the Project 8 collaboration. Applying this technique to the tritium endpoint provides a new avenue for measuring the absolute mass-scale of the neutrino. The proof of principle was done in a small waveguide detector using gaseous 83mKr as a source of monoenergetic electrons. As the next step towards a neutrino mass measurement, we are upgrading the existing detector to operate using a molecular tritium source, and to have enhanced radiofrequency properties. These upgrades are the next research and development steps needed to design a larger scale experiment that will approach the existing neutrino mass limits. I will discuss the expected physics reach of this second phase of Project 8 with molecular tritium, based on data from its commissioning with 83mKr. I will also present the plans for Phases III and IV, and the challenges being addressed for each phase.

Innovations in Big Data and HPC for Cosmology
March 2, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Deborah Bard, NERSc, LBNL

Cosmological ''big data'' problems go beyond the simple volume of data stored on disk. Our observations of the universe are necessarily finite, and the challenge we face is how we can extract the maximum amount of information from the observations and simulations we have available to us.

High Performance Computing (HPC) is increasingly being used to enable complex analyses that were previously inaccessible to scientists. NERSC is the mission computing center for the DOE Office of Science, and we sit at the intersection of HPC, algorithmic development and cutting-edge science. I will discuss some of the cosmology projects we lead in this space, such as Galactos (calculating the anisotropic three-point correlation function for 20 billion galaxies), Celeste (cataloguing the visible universe through Bayesian inference using Julia), CosmoGAN (developing a cosmological emulator using generative adversarial networks) and CosmoFlow (learning the structure of the universe through 3D deep learning techniques).
These projects showcase a combination of computer science, HPC advances and real problems in cosmology, with the overarching theme of how we can scale computing tools (including machine learning and inference) to enable new techniques in data analysis, and to accelerate time-to-discovery.

Galaxy Cluster Cosmology with the Dark Energy Survey
March 30, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Yuanyuan Zhang, Fermilab

Constraining LambdaCDM cosmology with galaxy cluster abundance is one of the fundamental goals of the Dark Energy Survey (DES). Many thousands of clusters out to redshift 0.65 have been identified in DES data. Weak lensing and multi-wavelength studies with X-ray and cosmic microwave background observations are performed to provide inputs to the cosmology analysis. A cosmology pipeline that considers various systematic effects such as cluster projections and mis-centering is used to derive constraints on LambdaCDM cosmology parameters. In this talk, I will present current progress on DES galaxy cluster cosmology analyses as well as discuss future improvements.

Habitability of water-rich exoplanets
April 6, 2018 | ERC 401 | 12:00 PM | KICP Seminar
Nadejda Marounina, University of Chicago

Planets with global water oceans have been the subject of intrigue both in Hollywood and in the exoplanet community. Water worlds are water-rich exoplanets that possess >1% of water by mass, and if located at an appropriate orbital separation from their host star, they may host a global surface water ocean. These habitable (liquid ocean-bearing) water worlds are especially timely because 1) water worlds formed from remnant cores of evaporated mini-Neptunes could be one of the dominant formation mechanisms for volatile-rich habitable zone planets around M dwarf stars, and 2) their larger sizes relative to terrestrial planets make them more amenable to observations with current and upcoming telescopes such as Hubble Space Telescope (HST) and James Webb Space Telescope (JWST). The recent and exciting discovery of TRAPPIST-1 system, that may possess planets with a substantial water/ice fraction, further motivates the study of water-worlds.
In the first part of this talk, I propose to give an overview on the habitability of water-worlds and show you that the the classical estimation of the habitable zone does not apply to this type of exoplanets. In the second part of my talk, I will present the coupled models of planet interiors, clathrate formation, liquid-vapor equilibrium, and atmospheric radiative transfer that are used constrain the atmospheric abundance of CO2 and corresponding habitable zone boundaries of water world exoplanets.

Primordial Black Holes in the era of Planck and LIGO
April 13, 2018 | ERC 401 | 12:00 PM | KICP Seminar
Yacine Ali-Haimoud, New York University

LIGO's first direct gravitational-wave detections have revived interest in an old dark-matter candidate, primordial black holes (PBHs).
In this talk I will first discuss cosmic microwave background constraints to PBHs in the range of ~10 to a few hundred solar masses.
I will then discuss PBH binary formation processes and the resulting merger rates. In particular, I will argue that LIGO may already set the most stringent limits on PBH abundance, provided PBH binaries formed in the early Universe are not strongly perturbed by tidal fields due to non-linear structures.

Simulating structure formation in different environments and the applications
April 20, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Chi-Ting Chiang, C.N. Yang Institute for Theoretical Physics/Stony Brook University

The observables of the large-scale structure such as galaxy number density generally depends on the density environment (of a few hundred Mpc). The dependence can traditionally be studied by performing gigantic cosmological N-body simulations and measuring the observables in different density environments. Alternatively, we perform the so-called "separate universe simulations", in which the effect of the environment is absorbed into the change of the cosmological parameters. For example, an overdense region is equivalent to a universe with positive curvature, hence the structure formation changes accordingly compared to the region without overdensity. In this talk, I will introduce the "separate universe mapping", and present how the power spectrum and halo mass function change in different density environments, which are equivalent to the squeezed bispectrum and the halo bias, respectively. I will then discuss the extension of this approach to inclusion of additional fluids such as massive neutrinos. This allows us to probe the novel scale-dependence of halo bias and squeezed bispectrum caused by different evolutions of the background overdensities of cold dark matter and the additional fluid. Finally, I will present one application of the separate universe simulations to predict the squeezed bispectrum formed by small-scale Lyman-alpha forest power spectrum and large-scale lensing convergence, and compare with the measurement from BOSS Lyman-alpha forest and Planck lensing map.

Microwave Multiplexing of Superconducting Sensors
April 27, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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John A B Mates, University of Colorado, Boulder

Superconducting detectors provide by far the most sensitive measurement of long-wavelength radiation for astronomy and cosmology, with detector noise falling below that of the astronomical signals in the mid-to-late 1990s, depending on the wavelength of interest. To measure better and faster, we have therefore assembled cameras with increasingly large arrays of detectors.

Since the 90s, the size of superconducting detector arrays has followed a Moore's Law trend, which is set to continue into the 100,000 pixel range with instruments like the Simons Observatory and CMB-S4. Perhaps the greatest challenge to continuing this trend is the need to bring the signals from the detector arrays out of a 100 mK cryostat on a much smaller number of wires.

I will present the emerging technique of multiplexing these superconducting sensors using superconducting microresonators. We can use this new scheme with both superconducting Transition-Edge Sensors (TESs) and Microwave Kinetic Inductance Detectors (MKIDs) to read out thousands of highly-sensitive detectors per coaxial cable. This capability will enable new instruments for astronomy and precision cosmology.

The early Universe: preparing theory for observations
May 4, 2018 | ERC 401 | 12:00 PM | KICP Seminar
Emanuela Dimastrogiovanni, Case Western Reserve University

I will describe some interesting scenarios for the generation of gravitational waves from inflation and their characteristic imprints, which can be tested with upcoming B-mode observations as well as with interferometers. In the second part of my talk I provide an overview of the physics of CMB spectral distortions and discuss what we can learn from those about the early universe.

The Progenitor of the Milky Way's Halo
May 18, 2018 | ERC 401 | 12:00 PM | KICP Seminar
Vasily Belokurov, University of Cambridge/CCA, NYC

We map the composition of the Galactic stellar halo in 7 dimensions spanned by phase-space coordinates and chemical abundances. The local halo appears to be dominated by stars on highly eccentric orbits. These stars are more metal-rich than typically assumed for the Galactic halo and were likely deposited into the Milky Way during an ancient massive accretion event. Using numerical simulations of the stellar halo formation we deduce that this merger must have happened between 8 and 11 Gyrs ago, during the epoch of the Galactic disk formation. This formation scenario for the MW halo has a number of implications for the studies of the evolution of the Galaxy in general and the measurements of the local Dark Matter matter distribution in particular.

Beyond the Boost
May 25, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Siavash Yasini, University of Southern California

Our peculiar motion with respect to the cosmic microwave background (CMB) changes the observed frequency and incoming angle of the CMB photons due to the Doppler and aberration effects. The most prominent signature of these motion-induced effects on the CMB is a kinematic dipole, which is observationally indistinguishable from any intrinsic dipole that the CMB might possess. Due to this degeneracy -- and the fact that we theoretically expect the intrinsic dipole of the CMB to be subdominant with respect to the kinematic component -- the 3mK dipole of the CMB is commonly interpreted as an entirely kinematic effect. Consequently, the frame in which the entire dipole of the CMB vanishes is customarily defined as the CMB rest frame. However, if the intrinsic dipole of the CMB is non-zero, this definition would not be appropriate anymore, unless we can properly separate the intrinsic and kinematic components of the dipole. In this talk, I will demonstrate how we can achieve this goal using spectral measurements of the monopole and quadrupole moments of the CMB. I will also describe the impact of the Doppler and aberration effects on the CMB power spectrum (especially on the small angular scales) and their relevance as an observational bias for the current and future surveys. Our recently developed "Generalized Doppler and Aberration Kernel" formalism can be used to measure and remove the motion-induced effects from any arbitrary frequency-dependent cosmological observable.

Imaging supermassive black holes with the Event Horizon Telescope
June 1, 2018 | ERC 576 (Note Location Change for this Seminar) | 12:00 PM | KICP Seminar
Lindy Blackburn, Harvard-Smithsonian CfA

The Event Horizon Telescope is an expanding global array of sub-mm radio telescopes designed to directly probe the spacetime geometry and radiative processes on event-horizon scales for the supermassive black holes at the center of our galaxy, Sgr A*, and at the center of M87. A major goal of the EHT is to measure the size and shape of the black hole "shadow," a characteristic signature of strong lensing at the event-horizon and a fundamental prediction of general relativity. In 2017, the EHT operated an 8-station array with both the South Pole Telescope and the ALMA array in Chile for the first time, and included a coordinated campaign of simultaneous ground and space-based multiwavelength observations. While analysis is ongoing, the data achieve an unprecedented 20 micro-arcsecond resolution and provide a direct view of the spatial structure of dynamical processes in the immediate vicinity of Sgr A*.

Mapping the Milky Way in 6D with Gaia
June 29, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Jo Bovy, The University of Toronto

One of the main goals of Gaia, a new astrometric satellite mission, is to provide an empirical measurement of the distribution of stars in the 6+N dimensional space of position, velocity, age, mass, elemental abundances, color, magnitude, etc.. Knowledge of this empirical distribution will allow the formation, evolution, and dynamics of the Milky Way to be strongly constrained. I will give an overview of the Gaia mission and discuss novel methods to map the Milky Way in position and velocity using the billion-star Gaia catalog. I will then discuss results on the stellar content and dynamics of the solar neighborhood from applying these techniques to Gaia's first and second data release. I will also discuss the implications of the structure in the velocity distribution in the extended solar neighborhood observed in Gaia's second data release.

Neutrino cosmology and large scale structure
October 5, 2018 | ERC 576 | 3:00 PM | KICP Seminar
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Christiane Stefanie Lorenz, University of Oxford

In this talk, I will present studies of the model-dependence of cosmological neutrino mass constraints. In particular, I will focus on two phenomenological parameterizations of time-varying dark energy (early dark energy and barotropic dark energy) that can exhibit degeneracies with the cosmic neutrino background over extended periods of cosmic time. Moreover, I will show how the combination of multiple probes across cosmic time can help to distinguish between the two components. In addition, I will discuss how neutrino mass constraints can change in extended neutrino mass models, and how current tensions between low- and high-redshift cosmological data might be affected in these models. Finally, I will discuss whether lensing magnification and other relativistic effects that affect the galaxy distribution contain additional information about dark energy and neutrino parameters, and how much parameter constraints can be biased when these effects are neglected.

Massive Neutrinos, Galaxy Clusters and the Lyman-alpha Forest
October 12, 2018 | ERC 401 | 12:00 PM | KICP Seminar
Simeon Bird, UC Riverside

I'll present new efficient and accurate techniques for including massive neutrinos in N-body simulations, using a linear response (to the cold dark matter) approximation for the neutrinos. Then I'll talk about the potential for massive neutrinos to resolve some cosmological tensions within CMB observations galaxy clusters. Finally, I'll discuss how to detect features in quasar spectra using machine learning.

Precision Cosmology with the Cosmic Microwave Background from Chile
October 19, 2018 | ERC 576 | 12:00 PM | KICP Seminar
Image credit: Jon Ward
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Sara M. Simon, University of Michigan

The cosmic microwave background (CMB) provides unparalleled views into the early universe and its later evolution. Recent and ongoing experiments have contributed to our understanding of neutrinos, dark energy, and dark matter through measurements of large scale structure imprinted on the CMB and constrained the conditions in the early universe, tightly restricting inflationary and other cosmological models through measurements of CMB polarization. Next-generation CMB experiments like Simons Observatory will further constrain the sum of the neutrino masses and number of relativistic species, expand our understanding of dark energy and dark matter, and set new constraints on cosmological models describing the first moments of the universe. The polarization in the CMB is faint, so future experiments must be orders of magnitude more sensitive. Additionally, both polarized foregrounds from synchrotron and dust emission and systematic effects from the instruments can create spurious polarization signals. Characterizing and removing foregrounds requires wide frequency coverage, while systematic effects must be modeled, mitigated and calibrated at unprecedented levels. I will discuss several advances in instrumentation and analysis that will be critical for this leap in performance.

Astrophysical applications of coherent neutrino scattering
November 2, 2018 | PRC 201 | 11:00 AM | KICP Seminar
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Louis Strigari, Texas A&M University

Neutrino-nucleus coherent scattering (CNS) is a long standing theoretical prediction of the Standard Model (SM), with experimental evidence for it just very recently being announced. CNS provides an important probe of physics beyond the SM, with a reach that can surpass the sensitivity of much larger scale detectors. In addition, it can open up a new window into neutrinoastrophysics, through studies of low energy neutrinos from the Sun, atmosphere, and supernovae. CNS is also vital for understanding and interpreting future particle dark matter searches. In this talk, I will discuss the prospects for learning about the nature of neutrinos and astrophysical sources from CNS detection, highlighting how astrophysical and terrestrial-based detections play important and complementary roles.

Superfluids and the Cosmological Constant Problem
November 9, 2018 | ERC 576 | 12:00 PM | KICP Seminar
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Jeremy Sakstein, University of Pennsylvania

The Lambda-CDM cosmological model is still the best-fit to current data, and numerous alternatives have recently been ruled out by the observation of gravitational waves and other small-scale probes. Theoretically, the cosmological constant (Lambda) suffers from a severe fine-tuning that needs to be understood in order for Lambda-CDM to be a satisfactory model. In this talk I will discuss a recent proposal for a model that may ameliorate the cosmological constant problem. In this model, a superfluid pervading the universe could counteract the large (unobserved) cosmological constant predicted by quantum mechanics. I will discuss the novel phenomenology predicted by the superfluid as well as future directions for testing this model.

Dark Matter in Disequilibrium and Implications for Direct Detection
November 16, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Lina Necib, Caltech

Using two realizations of the Milky Way from the FIRE simulation, we find that the kinematics of dark matter follows closely the kinematics of accreted stars from the same mergers. We use this correspondence to build an empirical local velocity distribution of dark matter, by analyzing the Gaia second data release coupled with the ninth release from the Sloan Digital Sky Survey, and computing the velocity distribution of the accreted stars. We find that this velocity distribution is peaked at lower velocities than the generally assumed Maxwell Boltzmann distribution, due to the presence of a recent merger referred to as the Gaia Sausage, leading to a weakening of direct detection limits at dark matter masses less than 10 GeV.

A Solution to the Cosmological Constant Problem
November 30, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Surjeet Rajendran, UC Berkeley

The discovery of Dark Energy, a mysterious source that drives the accelerated expansion of the universe has created a major theoretical conundrum: the measured value of the dark energy is at least 60 orders of magnitude smaller than known theoretical contributions to it. What is the physics responsible for this extra-ordinary cancellation? It has been known for a long time that conventional symmetry based ideas that are often used to explain small numbers and precise cancellations are experimentally ruled out as solutions to this problem. In this talk, I will present a solution to the cosmological constant problem, where the problem is solved through cosmic evolution. This solution features novel cosmologies such as a Big Bounce that replaces the conventional Big Bang picture of the early universe. I will also discuss experimental techniques to search for these solutions in the laboratory.

Searching for Dark Matter Interactions in Cosmology
December 7, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Kimberly Boddy, Johns Hopkins University

There is a substantial effort in the physics community to search for dark matter interactions with the Standard Model of particle physics. Collisions between dark matter particles and baryons exchange heat and momentum in the early Universe, enabling a search for dark matter interactions using cosmological observations in a parameter space that is highly complementary to that of direct detection. In this talk, I will describe the effects of scattering in the CMB power spectra and show constraints using Planck 2015 data, and I will discuss the implications of late-time scattering during the era of Cosmic Dawn.

Counting Stars: Developing Probabilistic Cataloging for Crowded Fields
December 14, 2018 | ERC 401 | 12:00 PM | KICP Seminar
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Stephen Portillo, University of Washington

The depth of next generation surveys poses a great data analysis challenge: these surveys will suffer from crowding, making their images difficult to deblend and catalog. Sources in crowded fields are extremely covariant with their neighbors and blending makes even the number of sources ambiguous. Probabilistic cataloging returns an ensemble of catalogs inferred from the image and can address these difficulties. We present the first optical probabilistic catalog, cataloging a crowded Sloan Digital Sky Survey r band image cutout from Messier 2. By comparing to a DAOPHOT catalog of the same image and a Hubble Space Telescope catalog of the same region, we show that our catalog ensemble goes more than a magnitude deeper than DAOPHOT. We also present an algorithm for reducing this catalog ensemble to a condensed catalog that is similar to a traditional catalog, except it explicitly marginalizes over source-source covariances and nuisance parameters. We also detail efforts to make probabilistic cataloging more computationally efficient and extend it beyond point sources to extended objects. Probabilistic cataloging takes significant computational resources, but its performance compared to existing software in crowded fields make it a enticing method to pursue further.