In
astrophysics
Astrophysics is a science that employs the methods and principles of physics and chemistry in the study of astronomical objects and phenomena. As one of the founders of the discipline said, Astrophysics "seeks to ascertain the nature of the he ...
and
planetary science
Planetary science (or more rarely, planetology) is the scientific study of planets (including Earth), celestial bodies (such as moons, asteroids, comets) and planetary systems (in particular those of the Solar System) and the processes of the ...
, spectral slope, also called spectral gradient, is a measure of dependence of the
reflectance
The reflectance of the surface of a material is its effectiveness in Reflection (physics), reflecting radiant energy. It is the fraction of incident electromagnetic power that is reflected at the boundary. Reflectance is a component of the respon ...
on the
wavelength
In physics, the wavelength is the spatial period of a periodic wave—the distance over which the wave's shape repeats.
It is the distance between consecutive corresponding points of the same phase on the wave, such as two adjacent crests, tr ...
.
In
digital signal processing
Digital signal processing (DSP) is the use of digital processing, such as by computers or more specialized digital signal processors, to perform a wide variety of signal processing operations. The digital signals processed in this manner ar ...
, it is a measure of how quickly the spectrum of an audio sound tails off towards the high frequencies, calculated using a
linear regression
In statistics, linear regression is a linear approach for modelling the relationship between a scalar response and one or more explanatory variables (also known as dependent and independent variables). The case of one explanatory variable is ...
.
[G. Peeters]
A large set of audio features for sound description
tech. rep., IRCAM, 2004.
Spectral slope in astrophysics and planetary science
The visible and
infrared
Infrared (IR), sometimes called infrared light, is electromagnetic radiation (EMR) with wavelengths longer than those of visible light. It is therefore invisible to the human eye. IR is generally understood to encompass wavelengths from aroun ...
spectrum
A spectrum (plural ''spectra'' or ''spectrums'') is a condition that is not limited to a specific set of values but can vary, without gaps, across a continuum. The word was first used scientifically in optics to describe the rainbow of color ...
of the reflected sunlight is used to infer physical and chemical properties of the surface of a body. Some objects are brighter (reflect more) in longer wavelengths (red). Consequently, in visible light they will appear redder than objects showing no dependence of reflectance on the wavelength.
The diagram illustrates three slopes:
*a ''red slope'', the reflectance is increasing with the wavelengths
*''flat spectrum'' (in black)
*And a ''blue slope'', the reflectance actually diminishing with the wavelengths
The slope (spectral gradient) is defined as:
:
:where
is the reflectance measured with filters F
0, F
1 having the central wavelengths λ
0 and λ
1, respectively.
[
]
The slope is typically expressed in percentage increase of reflectance (i.e. reflexivity) per unit of wavelength: %/100 nm (or % /1000
Å)
The slope is mostly used in near infrared part of the spectrum while
colour indices are commonly used in the visible part of the spectrum.
The
trans-Neptunian object
A trans-Neptunian object (TNO), also written transneptunian object, is any minor planet in the Solar System that orbits the Sun at a greater average distance than Neptune, which has a semi-major axis of 30.1 astronomical units (au).
Typicall ...
Sedna is a typical example of a body showing a steep red slope (20%/100 nm) while
Orcus' spectrum appears flat in near infra-red.
Spectral slope in audio
The spectral "slope" of many natural audio signals (their tendency to have less energy at high frequencies) has been known for many years, and the fact that this slope is related to the nature of the sound source. One way to quantify this is by applying
linear regression
In statistics, linear regression is a linear approach for modelling the relationship between a scalar response and one or more explanatory variables (also known as dependent and independent variables). The case of one explanatory variable is ...
to the
Fourier magnitude spectrum of the signal, which produces a single number indicating the slope of the line-of-best-fit through the spectral data.
Alternative ways to characterise a sound signal's distribution of energy vs. frequency include
spectral rolloff,
spectral centroid The spectral centroid is a measure used in digital signal processing to characterise a spectrum. It indicates where the center of mass of the spectrum is located. Perceptually, it has a robust connection with the impression of brightness of a soun ...
.
Animals that can sense spectral slope
The dung beetle can see the spectral gradient of the sky and polarised light, and they used this to navigate. Desert ants Cataglyphis use the polarization and spectral skylight gradients to navigate.
See also
*
Roll-off
Roll-off is the steepness of a transfer function with frequency, particularly in electrical network analysis, and most especially in connection with filter circuits in the transition between a passband and a stopband. It is most typically ap ...
References
{{Reflist
Planetary science
Digital signal processing