- published: 12 Jun 2012
- views: 169677
Audio signal processing, sometimes referred to as audio processing, is the intentional alteration of auditory signals, or sound, often through an audio effect or effects unit. As audio signals may be electronically represented in either digital or analog format, signal processing may occur in either domain. Analog processors operate directly on the electrical signal, while digital processors operate mathematically on the digital representation of that signal.
Audio signals are sound waves—longitudinal waves which travel through air, consisting of compressions and rarefactions. These audio signals are measured in bels or in decibels. Audio processing was necessary for early radio broadcasting, as there were many problems with studio to transmitter links.
"Analog" indicates something that is mathematically represented by a set of continuous values; for example, the analog clock uses constantly moving hands on a physical clock face, where moving the hands directly alters the information that clock is providing. Thus, an analog signal is one represented by a continuous stream of data, in this case along an electrical circuit in the form of voltage, current or charge changes (compare with digital signals below). Analog signal processing (ASP) then involves physically altering the continuous signal by changing the voltage or current or charge via various electrical means.
Signal processing is an enabling technology that encompasses the fundamental theory, applications, algorithms, and implementations of processing or transferring information contained in many different physical, symbolic, or abstract formats broadly designated as signals. It uses mathematical, statistical, computational, heuristic, and linguistic representations, formalisms, and techniques for representation, modelling, analysis, synthesis, discovery, recovery, sensing, acquisition, extraction, learning, security, or forensics.
According to Alan V. Oppenheim and Ronald W. Schafer, the principles of signal processing can be found in the classical numerical analysis techniques of the 17th century. Oppenheim and Schafer further state that the "digitalization" or digital refinement of these techniques can be found in the digital control systems of the 1940s and 1950s.
An audio signal is a representation of sound, typically as an electrical voltage. Audio signals have frequencies in the audio frequency range of roughly 20 to 20,000 Hz (the limits of human hearing). Audio signals may be synthesized directly, or may originate at a transducer such as a microphone, musical instrument pickup, phonograph cartridge, or tape head. Loudspeakers or headphones convert an electrical audio signal into sound. Digital representations of audio signals exist in a variety of formats.
An audio channel or audio track is an audio signal communications channel in a storage device, used in operations such as multi-track recording and sound reinforcement.
Signal flow is the path an audio signal will take from source (microphone) to the speaker or recording device. It is most frequently in a recording studio setting, where the signal flow is often very long and convoluted as the electric signal may pass through many sections of a large analog console, external audio equipment, and even different rooms.
Audio may refer to:
<audio></audio>
, an HTML element, see HTML5 Audio
Vehicle audio is equipment installed in a car or other vehicle to provide in-car entertainment and information for the vehicle occupants. Until the 1960s it consisted of a simple AM radio. Additions since then have included FM radio, CD players, navigation systems, Bluetooth telephone integration, and smartphone controllers like CarPlay and Android Auto. Once controlled from the dashboard with a few buttons, they can now be controlled by steering wheel controls and voice commands.
Initially implemented for listening to music and radio, vehicle audio is now part of car telematics, telecommunication, in-vehicle security, handsfree calling, navigation, and remote diagnostics systems. It is also used to create fake engine noise. For the 2015 Ford Mustang EcoBoost, an "Active Noise Control" system was developed that amplifies the engine sound through the car speakers. A similar system is used in the F-150 pickup truck. Volkswagen uses a Soundaktor, a special speaker to play sounds in cars such as the Golf GTi and Beetle Turbo. BMW plays a recorded sample of its motors through the car speakers, using a different samples according to the engine’s load and power.
wav files available from http://eleceng.dit.ie/dorran/matlab/
In this video, we discuss how digital audio works, how audio output devices work from a programming perspective, and how the WAV player from the last video works. More information on sampling (written with graphics in mind, but the same concepts apply to digital audio): http://mynameismjp.wordpress.com/2012/10/15/signal-processing-primer/ The complete SDL Audio API reference: https://wiki.libsdl.org/CategoryAudio Code: https://github.com/BennyQBD/AudioTutorial/tree/091c4da6b4ab52472b3a9f3d65304bb6882e444b
Learn about Signal Processing and Machine Learning
This is the Introduction to the Video tutorials on Analog Audio Signal Processing. The introduction covers an overview of the project, stating: -The Projects Reasoning -The Instructional Method of Deliberate Practice -The breakdown of how the videos were produced
Do you want to learn how computers make and manipulate sounds? C'mere and watch this video and I'll show you. This is the first video in a series of tutorials on audio DSP using Octave. In this video, you'll learn how to make a simple sine wave oscillator. We'll make some audio effects and synthesizers and stuff in a future video. Download page for Octave installers: https://www.gnu.org/software/octave/download.html More stuff that I made and put on the internet: https://twitter.com/danpprince http://danpprince.com https://soundcloud.com/pau-prins
Amplifier, Mic and Speaker List Here: https://goo.gl/DPJhkb How does a ac waveform signal become music? What does frequency, wavelength, period, and amplitude mean? Understanding these basic car audio terms will help us to understand more complicated car and home audio system challenges. Let's learn! Important links: ➜FREE weekly training program: http://goo.gl/5T4D7v ➜Box Designs, BUILD YOUR OWN BOX! http://goo.gl/sv1wam ➜Support the making of the Videos: https://goo.gl/2jMVZ6 Here at Car Audio Fabrication I teach you how to Master Car Audio in an effort to Design, Build, and Install your ideal car audio system. Whether you are a hardcore basshead or a HiFi focused audiophile I would love to have you subscribe and join our community! --SUBSCRIBE-- http://www.yout...
Audio signal processing experiments can be done anywhere, at any time using NI LabVIEW and NI myDAQ. In this short video we create a 3 band audio equalizer bringing the theory to life using a music player and speakers connected to the NI myDAQ audio ports.
This course, organized by Xavier Serra (DTIC-UPF) in collaboration with Prof. Julius Smith from Stanford University,can be of interest and accessible to people coming from diverse backgrounds (like musicians and engineers) , while going deep into several signal processing topics. The course focus on the spectral processing techniques of relevance for the description and transformation of sounds; developing the basic theoretical and practical knowledge with which to analyze, synthesize, transform and describe audio signals in the context of music applications.
Learn compression: http://learncompression.com Learn to mix hip-hop: http://mixinghiphop.com Improve your ear: http://quiztones.com More mixing tips: http://theproaudiofiles.com An in-depth tutorial on phase. Is it timing difference or polarity? What about comb filtering? What is a linear phase EQ? Learn more here: http://theproaudiofiles.com/phase/ --- Tutorial Breakdown: Signal Phase - What's the deal? - Why does it matter? - What tools are available? - In-phase vs. Out-of-phase? - "Kind of" In-phase? - "Sort of" Out-of-phase? Phase is complicated — Not just In-phase or Out-of-phase Signal processors can effect phase — Phase distortion Good news: humans cannot perceive signal phase differences in some cases Bad news: other cases... Signal phase is complicated — Phase ...
NTT Communication Science Laboratories (2012)
Speech and Audio Processing ELEC9344 Introduction to Speech and Audio Processing Ambikairajah EET UNSW - Lecture notes available from: http://eemedia.ee.unsw.edu.au/contents/elec9344/LectureNotes/
Speaker: Gerry Beaugard (@gerrybeauregard) Gerry is the creator of AudioStretch (http://www.audiostretch.com/AudioStretchForiOS.html). He is an inventor, musician, and occasional triathlete. His current work mainly involve audio technology for iOS and the web. His past job includes writing speech recognition software for Apple, creating automatic video editing software for muvee, and designing ASICs for Nortel Sample Code: http://www.cognosonic.com/2016-06_MusicTech.zip Event Page: http://www.meetup.com/Singapore-MusicTech-Meetup/events/231387009/ Produced by Engineers.SG Help us caption & translate this video! http://amara.org/v/NcW8/
What is a DSP? A digital signal processor allows you to independently control many different aspects of each speaker within your custom car audio system. You can perform different tuning tasks with a DSP such as controlling time alignment to create an excellent center image, you can tune crossovers to send only certain frequencies to tweeters, mid range speakers, mid bass speakers and subwoofers, and you can control an equalizer to tune each speaker to a target level response using an RTA. Learn more in this video! Thank you to Elettromedia for providing the DSP shown in this video! ♦♦ Tuning using an RTA VIDEO: https://goo.gl/tihYU6 ♢♢ FOLLOW me on Instagram for more tips and tricks! @caraudiofab ♦♦ Need a list of tools and materials for a subwoofer box? Go here: http://goo.gl/pmG6Ae F...
"Speaker: Allen Downey Spectral analysis is an important and useful technique in many areas of science and engineering, and the Fast Fourier Transform is one of the most important algorithms, but the fundamental ideas of signal processing are not as widely known as they should be. Fortunately, Python provides an accessible and enjoyable way to get started. In this tutorial, I present material from my book, *Think DSP*, and from a class I teach at Olin College. We will work with audio signals, including music and other recorded sounds, and visualize their spectrums and spectrograms. We will synthesize simple sounds and learn about harmonic structure, chirps, filtering, and convolution. Slides can be found at: https://speakerdeck.com/pycon2017 and https://github.com/PyCon/2017-slides"...
Source - http://serious-science.org/videos/278 MIT Prof. Gilbert Strang on the difference between cosine and wavelet functions, audio compression, and the pleasure of seeing the ideas actually used
DSP Concepts demonstrates real-time audio processing for the ARM Cortex-M4, providing tools for audio processing. Filmed at the ARM Techcon 2013 using the Tiffen Steadicam Merlin 2 with arm and vest: http://www.youtube.com/watch?v=K6rO_hBC7RA
wav files available from http://eleceng.dit.ie/dorran/matlab/
In this video, we discuss how digital audio works, how audio output devices work from a programming perspective, and how the WAV player from the last video works. More information on sampling (written with graphics in mind, but the same concepts apply to digital audio): http://mynameismjp.wordpress.com/2012/10/15/signal-processing-primer/ The complete SDL Audio API reference: https://wiki.libsdl.org/CategoryAudio Code: https://github.com/BennyQBD/AudioTutorial/tree/091c4da6b4ab52472b3a9f3d65304bb6882e444b
Learn about Signal Processing and Machine Learning
This is the Introduction to the Video tutorials on Analog Audio Signal Processing. The introduction covers an overview of the project, stating: -The Projects Reasoning -The Instructional Method of Deliberate Practice -The breakdown of how the videos were produced
Do you want to learn how computers make and manipulate sounds? C'mere and watch this video and I'll show you. This is the first video in a series of tutorials on audio DSP using Octave. In this video, you'll learn how to make a simple sine wave oscillator. We'll make some audio effects and synthesizers and stuff in a future video. Download page for Octave installers: https://www.gnu.org/software/octave/download.html More stuff that I made and put on the internet: https://twitter.com/danpprince http://danpprince.com https://soundcloud.com/pau-prins
Amplifier, Mic and Speaker List Here: https://goo.gl/DPJhkb How does a ac waveform signal become music? What does frequency, wavelength, period, and amplitude mean? Understanding these basic car audio terms will help us to understand more complicated car and home audio system challenges. Let's learn! Important links: ➜FREE weekly training program: http://goo.gl/5T4D7v ➜Box Designs, BUILD YOUR OWN BOX! http://goo.gl/sv1wam ➜Support the making of the Videos: https://goo.gl/2jMVZ6 Here at Car Audio Fabrication I teach you how to Master Car Audio in an effort to Design, Build, and Install your ideal car audio system. Whether you are a hardcore basshead or a HiFi focused audiophile I would love to have you subscribe and join our community! --SUBSCRIBE-- http://www.yout...
Audio signal processing experiments can be done anywhere, at any time using NI LabVIEW and NI myDAQ. In this short video we create a 3 band audio equalizer bringing the theory to life using a music player and speakers connected to the NI myDAQ audio ports.
This course, organized by Xavier Serra (DTIC-UPF) in collaboration with Prof. Julius Smith from Stanford University,can be of interest and accessible to people coming from diverse backgrounds (like musicians and engineers) , while going deep into several signal processing topics. The course focus on the spectral processing techniques of relevance for the description and transformation of sounds; developing the basic theoretical and practical knowledge with which to analyze, synthesize, transform and describe audio signals in the context of music applications.
Learn compression: http://learncompression.com Learn to mix hip-hop: http://mixinghiphop.com Improve your ear: http://quiztones.com More mixing tips: http://theproaudiofiles.com An in-depth tutorial on phase. Is it timing difference or polarity? What about comb filtering? What is a linear phase EQ? Learn more here: http://theproaudiofiles.com/phase/ --- Tutorial Breakdown: Signal Phase - What's the deal? - Why does it matter? - What tools are available? - In-phase vs. Out-of-phase? - "Kind of" In-phase? - "Sort of" Out-of-phase? Phase is complicated — Not just In-phase or Out-of-phase Signal processors can effect phase — Phase distortion Good news: humans cannot perceive signal phase differences in some cases Bad news: other cases... Signal phase is complicated — Phase ...
NTT Communication Science Laboratories (2012)
Speech and Audio Processing ELEC9344 Introduction to Speech and Audio Processing Ambikairajah EET UNSW - Lecture notes available from: http://eemedia.ee.unsw.edu.au/contents/elec9344/LectureNotes/
Speaker: Gerry Beaugard (@gerrybeauregard) Gerry is the creator of AudioStretch (http://www.audiostretch.com/AudioStretchForiOS.html). He is an inventor, musician, and occasional triathlete. His current work mainly involve audio technology for iOS and the web. His past job includes writing speech recognition software for Apple, creating automatic video editing software for muvee, and designing ASICs for Nortel Sample Code: http://www.cognosonic.com/2016-06_MusicTech.zip Event Page: http://www.meetup.com/Singapore-MusicTech-Meetup/events/231387009/ Produced by Engineers.SG Help us caption & translate this video! http://amara.org/v/NcW8/
What is a DSP? A digital signal processor allows you to independently control many different aspects of each speaker within your custom car audio system. You can perform different tuning tasks with a DSP such as controlling time alignment to create an excellent center image, you can tune crossovers to send only certain frequencies to tweeters, mid range speakers, mid bass speakers and subwoofers, and you can control an equalizer to tune each speaker to a target level response using an RTA. Learn more in this video! Thank you to Elettromedia for providing the DSP shown in this video! ♦♦ Tuning using an RTA VIDEO: https://goo.gl/tihYU6 ♢♢ FOLLOW me on Instagram for more tips and tricks! @caraudiofab ♦♦ Need a list of tools and materials for a subwoofer box? Go here: http://goo.gl/pmG6Ae F...
"Speaker: Allen Downey Spectral analysis is an important and useful technique in many areas of science and engineering, and the Fast Fourier Transform is one of the most important algorithms, but the fundamental ideas of signal processing are not as widely known as they should be. Fortunately, Python provides an accessible and enjoyable way to get started. In this tutorial, I present material from my book, *Think DSP*, and from a class I teach at Olin College. We will work with audio signals, including music and other recorded sounds, and visualize their spectrums and spectrograms. We will synthesize simple sounds and learn about harmonic structure, chirps, filtering, and convolution. Slides can be found at: https://speakerdeck.com/pycon2017 and https://github.com/PyCon/2017-slides"...
Source - http://serious-science.org/videos/278 MIT Prof. Gilbert Strang on the difference between cosine and wavelet functions, audio compression, and the pleasure of seeing the ideas actually used
DSP Concepts demonstrates real-time audio processing for the ARM Cortex-M4, providing tools for audio processing. Filmed at the ARM Techcon 2013 using the Tiffen Steadicam Merlin 2 with arm and vest: http://www.youtube.com/watch?v=K6rO_hBC7RA
wav files available from http://eleceng.dit.ie/dorran/matlab/
Speech and Audio Processing ELEC9344 Introduction to Speech and Audio Processing Ambikairajah EET UNSW - Lecture notes available from: http://eemedia.ee.unsw.edu.au/contents/elec9344/LectureNotes/
Speaker: Gerry Beaugard (@gerrybeauregard) Gerry is the creator of AudioStretch (http://www.audiostretch.com/AudioStretchForiOS.html). He is an inventor, musician, and occasional triathlete. His current work mainly involve audio technology for iOS and the web. His past job includes writing speech recognition software for Apple, creating automatic video editing software for muvee, and designing ASICs for Nortel Sample Code: http://www.cognosonic.com/2016-06_MusicTech.zip Event Page: http://www.meetup.com/Singapore-MusicTech-Meetup/events/231387009/ Produced by Engineers.SG Help us caption & translate this video! http://amara.org/v/NcW8/
In this 2014 GDC session, Formosa Group's Peter Zinda offer a nitty-gritty breakdown on how to use signal processing to improve your game's sound design. GDC talks cover a range of developmental topics including game design, programming, audio, visual arts, business management, production, online games, and much more. We post a fresh GDC video every weekday. Subscribe to the channel to stay on top of regular updates, and check out GDC Vault for thousands of more in-depth talks from our archives. Follow us on Twitter https://twitter.com/Official_GDC Check out our Facebook page for GDC exclusives https://www.facebook.com/GameDevelopersConference Visit our site: http://ubm.io/2ctNvqZ
Learn compression: http://learncompression.com Learn to mix hip-hop: http://mixinghiphop.com Improve your ear: http://quiztones.com More mixing tips: http://theproaudiofiles.com An in-depth tutorial on phase. Is it timing difference or polarity? What about comb filtering? What is a linear phase EQ? Learn more here: http://theproaudiofiles.com/phase/ --- Tutorial Breakdown: Signal Phase - What's the deal? - Why does it matter? - What tools are available? - In-phase vs. Out-of-phase? - "Kind of" In-phase? - "Sort of" Out-of-phase? Phase is complicated — Not just In-phase or Out-of-phase Signal processors can effect phase — Phase distortion Good news: humans cannot perceive signal phase differences in some cases Bad news: other cases... Signal phase is complicated — Phase ...
A video by Jim Pytel for Renewable Energy Technology students at Columbia Gorge Community College
This video covers a basic explanation of three steps that I sometimes take to tidy up simple audio recordings: noise reduction, equalization, and reverb. I use Adobe Audition software in these examples, but the same concepts can be applied to every other DAW, from Audacity (free) to more complex professional audio editing software such as Pro Tools, Cubase, FL Studio, Sonar, Logic, Soundforge, DP, and so on. I referred to a couple of audio files in the tutorial. Here's a download link to those files (plus a copy of "When I Grow Old") which is a free download. Right-click on this link to download a compressed folder in RAR format. If you don't know how to unpack a RAR archive, download WinRAR for windows, or if you have a Mac, get a program like Unarchiver or UnRarX or Rar Extractor o...
Download a trial: https://goo.gl/PSa78r See what's new in the latest release of MATLAB and Simulink: https://goo.gl/3MdQK1 In this webinar, we will showcase how easy it is to perform Signal Analysis tasks in MATLAB. The presentation is geared towards users who want to analyze signal data regardless of their signal processing expertise. You will learn common signal analysis techniques such as visualizing and pre-processing the signal, filtering, identifying and measuring relevant features. We will use signals from variety of application areas and demonstrate how to : Import and visualize signal data Pre-process and filter signals to enhance the quality of the signal Visualize the signal in time domain and frequency domains Analyze and measure trends, peaks, and other characteristic featu...
"Speaker: Allen Downey Spectral analysis is an important and useful technique in many areas of science and engineering, and the Fast Fourier Transform is one of the most important algorithms, but the fundamental ideas of signal processing are not as widely known as they should be. Fortunately, Python provides an accessible and enjoyable way to get started. In this tutorial, I present material from my book, *Think DSP*, and from a class I teach at Olin College. We will work with audio signals, including music and other recorded sounds, and visualize their spectrums and spectrograms. We will synthesize simple sounds and learn about harmonic structure, chirps, filtering, and convolution. Slides can be found at: https://speakerdeck.com/pycon2017 and https://github.com/PyCon/2017-slides"...
With the advent of the Web Audio API, processing audio signals is now possible in realtime within browsers. Let's take a look into what raw audio data actually is, the signal processing theory behind it, and practical implementations of analyzing audio using the Web Audio API. We'll see how effects processing, audio analysis tools, and DSP algorithms can be constructed, used, and shared all in JavaScript. http://2014.jsconf.us/
Lecture given by Peter Vary from RWTH Aachen University at Imperial College on 14th May 2013. Mobile phones and modern hearing aids comprise advanced digital signal processing techniques as well as coding algorithms. From a functional point of view, digital hearing devices and mobile phones are approaching each other. In both types of device, similar or even identical algorithms can be found such as echo, reverberation and feedback control, noise reduction, intelligibility enhancement, artificial bandwidth extension, and binaural processing with two or more microphones. Actual hearing aids include digital audio receivers and transmitters, not only for communication and entertainment, but also for binaural directional processing. State-of-the-art mobile phones offer new speech-audio co...
Week 9, Lecture 1 for the online course "Audio Signal Processing for Music Applications", taught by Xavier Serra and Prof Julius O Smith, III. All rights belong to Coursera and Universitat Pompeu Fabra of Barcelona & Stanford University. For educational purposes only. Happy learning!
This video shows experimental verification of the Nyquist-Shannon sampling theorem using MATLAB and Simulink. Particularly it shows the effects of aliasing using pure tones and real audio signals. The code and data files related to this video are available for download at http://www.learnDSP.net
Abstract: This talk presents the Maximilian C++ Audio and Music DSP Library. Maximilian is an open source, MIT licensed C++ audio synthesis library with minimal dependencies - all you need to provide is an audio buffer loop. Maximilian is designed to be cross platform, simple to learn and simple to use. The syntax and program structure are based on the popular ‘Processing’ environment, but in C++. Maximilian provides standard waveforms, envelopes, sample playback / looping / recording, resonant filters, audio effects, timing systems, delay lines, equal power stereo, quadraphonic and 8-channel ambisonic spatialisation, granular synthesisers, polyphonic synthesisers with timestretching, FFT processing and a range of Music Information Retrieval / feature processing tools. It also has a colle...
PyCon Canada 2015: https://2015.pycon.ca/en/schedule/50/ Talk Description: The main subject of this talk is how Python can be used as an alternative to the more commonly used high-level languages used in the scientific data analysis industry. This talk will focus on PyRF, an open-source library developed by ThinkRF, and how it has been used to provide the same functionality in terms of instrumentation control, data acquisition, digital signal processing, automated testing, production testing, as well as application development.
Up until now, hands-on DSP teaching using real-time audio signals in a laboratory setting, i.e. using readily available test equipment including signal generators and oscilloscopes, has required the use of DSP-based EVMs costing over $300. The $15 ST STM32F4Discovery EVM featuring the ARM® Cortex®-M4 processor (with DSP instructions and FPU) is capable of running similar hands-on, real-time DSP program examples. Not only does this hardware platform cost significantly less than DSP EVMs used previously but the STM32F4Discovery is suitable also for use in other microcontroller-based teaching activities including, for example, embedded system design courses and labs. The ARM University Program DSP Lab-in-a-Box provides educators with teaching materials including lecture slides and laboratory...