91 research outputs found
The Bird's Ear View: Audification for the Spectral Analysis of Heliospheric Time Series Data.
The sciences are inundated with a tremendous volume of data, and the analysis of rapidly expanding data archives presents a persistent challenge. Previous research in the field of data sonification suggests that auditory display may serve a valuable function in the analysis of complex data sets. This dissertation uses the heliospheric sciences as a case study to empirically evaluate the use of audification (a specific form of sonification) for the spectral analysis of large time series. Three primary research questions guide this investigation, the first of which addresses the comparative capabilities of auditory and visual analysis methods in applied analysis tasks. A number of controlled within-subject studies revealed a strong correlation between auditory and visual observations, and demonstrated that auditory analysis provided a heightened sensitivity and accuracy in the detection of spectral features. The second research question addresses the capability of audification methods to reveal features that may be overlooked through visual analysis of spectrograms. A number of open-ended analysis tasks quantitatively demonstrated that participants using audification regularly discovered a greater percentage of embedded phenomena such as low-frequency wave storms. In addition, four case studies document collaborative research initiatives in which audification contributed to the acquisition of new domain-specific knowledge. The final question explores the potential benefits of audification when introduced into the workflow of a research scientist. A case study is presented in which a heliophysicist incorporated audification into their working practice, and the âThink-Aloudâ protocol is applied to gain a sense for how audification augmented the researcherâs analytical abilities. Auditory observations are demonstrated to make significant contributions to ongoing research, including the detection of previously unidentified equipment-induced artifacts. This dissertation provides three primary contributions to the field: 1) an increased understanding of the comparative capabilities of auditory and visual analysis methods, 2) a methodological framework for conducting audification that may be transferred across scientific domains, and 3) a set of well-documented cases in which audification was applied to extract new knowledge from existing data archives. Collectively, this work presents a âbirdâs ear viewâ afforded by audification methodsâa macro understanding of time series data that preserves micro-level detail.PhDDesign ScienceUniversity of Michigan, Horace H. Rackham School of Graduate Studieshttp://deepblue.lib.umich.edu/bitstream/2027.42/111561/1/rlalexan_1.pd
Designing sound : procedural audio research based on the book by Andy Farnell
In
procedural
media,
data
normally
acquired
by
measuring
something,
commonly
described
as
sampling,
is
replaced
by
a
set
of
computational
rules
(procedure)
that
defines
the
typical
structure
and/or
behaviour
of
that
thing.
Here,
a
general
approach
to
sound
as
a
definable
process,
rather
than
a
recording,
is
developed.
By
analysis
of
their
physical
and
perceptual
qualities,
natural
objects
or
processes
that
produce
sound
are
modelled
by
digital
Sounding
Objects
for
use
in
arts
and
entertainments.
This
Thesis
discusses
different
aspects
of
Procedural
Audio
introducing
several
new
approaches
and
solutions
to
this
emerging
field
of
Sound
Design.Em
Media
Procedimental,
os
dados
os
dados
normalmente
adquiridos
através
da
medição
de
algo
habitualmente
designado
como
amostragem,
sĂŁo
substituĂdos
por
um
conjunto
de
regras
computacionais
(procedimento)
que
definem
a
estrutura
tĂpica,
ou
comportamento,
desse
elemento.
Neste
caso
Ă©
desenvolvida
uma
abordagem
ao
som
definĂvel
como
um
procedimento
em
vez
de
uma
gravação.
Através
da
anĂĄlise
das
suas
caracterĂsticas
fĂsicas
e
perceptuais
,
objetos
naturais
ou
processos
que
produzem
som,
sĂŁo
modelados
como
objetos
sonoros
digitais
para
utilização
nas
Artes
e
Entretenimento.
Nesta
Tese
sĂŁo
discutidos
diferentes
aspectos
de
Ăudio
Procedimental,
sendo
introduzidas
vĂĄrias
novas
abordagens
e
soluçÔes
para
o
campo
emergente
do
Design
Sonoro
Proceedings of the Third Spaceborne Imaging Radar Symposium
This publication contains summaries of the papers presented at the Third Spaceborne Imaging Radar Symposium held at the Jet Propulsion Laboratory (JPL), California Institute of Technology, in Pasadena, California, on 18-21 Jan. 1993. The purpose of the symposium was to present an overview of recent developments in the different scientific and technological fields related to spaceborne imaging radars and to present future international plans. This symposium is the third in a series of 'Spaceborne Imaging Radar' symposia held at JPL. The first symposium was held in Jan. 1983 and the second in 1986
Gravitational waves in the post-detection era: characterising binary black hole signals and populations
The detection of GW150914 has marked the start of the era of gravitational wave (GW) astronomy, and the number of detections available for astrophysical interpretation has been growing ever since. Similarly, this thesis progresses from considering individual signals to analysing the population of gravitational wave sources.
We explore how much we expect to be able to learn from a loud binary black hole merger like GW150914, were it to appear in the detector networks we currently have, as well as those which are being planned or under construction. Afterwards, we develop a model which allows us to obtain unbiased estimates of the rate with which the universe produces such signals, and the distribution of intrinsic gravitational wave source parameters such as the component masses, despite the fact that the observed distribution is inherently biased by the fact that source parameters affect the loudness of the emitted signal, and contaminated by terrestrial noise artefacts inherent to the detectors. We apply this method to a number of test cases
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