Upgrade to PRO for Only $50/Year—Limited-Time Offer! 🔥

Auralization of road vehicles using spectral mo...

Avatar for Chinmay Pendharkar Chinmay Pendharkar
April 08, 2013
Research
0
200

Auralization of road vehicles using spectral modeling synthesis

Masters Thesis presentation on auralization of road vehicles using spectral modeling synthesis

Avatar for Chinmay Pendharkar

Chinmay Pendharkar

April 08, 2013
Tweet

More Decks by Chinmay Pendharkar

See All by Chinmay Pendharkar
Audio Fundamentals - Pd
Avatar for Chinmay Pendharkar notthetup
0
95
DNSSEC and Bind
Avatar for Chinmay Pendharkar notthetup
1
150
Garageband And Podcasting
Avatar for Chinmay Pendharkar notthetup
0
56
Audio Fundamentals - HTML5 Audio
Avatar for Chinmay Pendharkar notthetup
0
110
Audio Fundamentals - Oscillators
Avatar for Chinmay Pendharkar notthetup
0
57
Audio Fundamentals - Basics
Avatar for Chinmay Pendharkar notthetup
0
120
Robots and Pi
Avatar for Chinmay Pendharkar notthetup
2
120
What I’ve learnt about Environmental Sound Design
Avatar for Chinmay Pendharkar notthetup
0
240
Audio Editing with Audacity
Avatar for Chinmay Pendharkar notthetup
0
70

Other Decks in Research

See All in Research
機械学習と数理最適化の融合 (MOAI) による革新
Avatar for MIKIO KUBO mickey_kubo
1
430
説明可能な機械学習と数理最適化
Avatar for kelicht kelicht
2
620
SREのためのテレメトリー技術の探究 / Telemetry for SRE
Avatar for Yuuki Tsubouchi (yuuk1) yuukit
12
2.2k
Open Gateway 5GC利用への期待と不安
Avatar for Stellar Craft, Inc. stellarcraft
2
160
世界の人気アプリ100個を分析して見えたペイウォール設計の心得
Avatar for Akihiro Kokubo akihiro_kokubo
PRO
63
34k
Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image Classification
Avatar for SatAI.challenge satai
3
240
[RSJ25] Enhancing VLA Performance in Understanding and Executing Free-form Instructions via Visual Prompt-based Paraphrasing
Avatar for Semantic Machine Intelligence Lab., Keio Univ. keio_smilab
PRO
0
170
SkySense V2: A Unified Foundation Model for Multi-modal Remote Sensing
Avatar for SatAI.challenge satai
3
110
Vision and LanguageからのEmbodied AIとAI for Science
Avatar for Yoshitaka Ushiku yushiku
PRO
1
590
能動適応的実験計画
Avatar for MasaKat0 masakat0
2
1k
AIスパコン「さくらONE」の
オブザーバビリティ / Observability for AI Supercomputer SAKURAONE
Avatar for Yuuki Tsubouchi (yuuk1) yuukit
2
930
さまざまなAgent FrameworkとAIエージェントの評価
Avatar for Kento.Yamada ymd65536
1
320

Featured

See All Featured
Reflections from 52 weeks, 52 projects
Avatar for Jefferson Lam jeffersonlam
355
21k
Building a Scalable Design System with Sketch
Avatar for Laura Van Doore lauravandoore
463
34k
VelocityConf: Rendering Performance Case Studies
Avatar for Addy Osmani addyosmani
333
24k
Designing for humans not robots
Avatar for Tammie Lister tammielis
254
26k
ReactJS: Keep Simple. Everything can be a component!
Avatar for Pedro Nauck pedronauck
666
130k
Designing for Performance
Avatar for Lara Hogan lara
610
69k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
Avatar for mongodb mongodb
48
9.8k
Facilitating Awesome Meetings
Avatar for Lara Hogan lara
57
6.7k
For a Future-Friendly Web
Avatar for Brad Frost brad_frost
180
10k
Building Applications with DynamoDB
Avatar for Matt Wood mza
96
6.8k
Scaling GitHub
Avatar for Zach Holman holman
464
140k
How STYLIGHT went responsive
Avatar for nonsquared nonsquared
100
5.9k

Transcript

  1. Auralization of road vehicles using spectral modeling synthesis Chinmay Pendharkar,

    Applied Acoustics, Chalmers, 2011 Monday, April 8, 13

  2. • LISTEN Project • Auralization • Sound Synthesis • Spectral

    Modeling Synthesis (SMS) • SMS Implementation for Vehicle Sounds • Listening Test • Results and Analysis • Q & A Organization Monday, April 8, 13

  3. LISTEN Project Monday, April 8, 13

  4. LISTEN Project • Collaboration - KTH, Konstfack, SU, II. Monday,

    April 8, 13

  5. LISTEN Project • Collaboration - KTH, Konstfack, SU, II. •

    Software Demonstrator/Simulator Monday, April 8, 13

  6. LISTEN Project • Collaboration - KTH, Konstfack, SU, II. •

    Software Demonstrator/Simulator • Qualitative listening of urban soundscapes Monday, April 8, 13

  7. LISTEN Demonstrator Monday, April 8, 13

  8. LISTEN Demonstrator • Auralization of Urban Soundscapes Monday, April 8,

    13

  9. LISTEN Demonstrator • Auralization of Urban Soundscapes • Qualitative vs

    Quantitative Analysis Monday, April 8, 13

  10. LISTEN Demonstrator • Auralization of Urban Soundscapes • Qualitative vs

    Quantitative Analysis Monday, April 8, 13

  11. Auralization • Source + Propagation Monday, April 8, 13

  12. Auralization Monday, April 8, 13

  13. Auralization • Source Modeling Monday, April 8, 13

  14. Auralization • Source Modeling • Vehicles as sound sources. •

    Amplitude / Level • Frequency • Directivity • Non-Stationary sound. Monday, April 8, 13

  15. Auralization • Recordings - Large and Inflexible • 6 seconds

    - 853KB • For each velocity, vehicle type, ... Monday, April 8, 13

  16. Auralization Monday, April 8, 13

  17. Auralization • What if..? Monday, April 8, 13

  18. Auralization • What if..? • Extract the important ‘features’ Monday,

    April 8, 13

  19. Auralization • What if..? • Extract the important ‘features’ •

    Calculate waveforms ‘on the fly’ Monday, April 8, 13

  20. Auralization • What if..? • Extract the important ‘features’ •

    Calculate waveforms ‘on the fly’ • Parameters to change the sound Vehicle Model Speed Monday, April 8, 13

  21. Sound Synthesis Monday, April 8, 13

  22. Sound Synthesis • Electronic Generation of Audio Waveforms Monday, April

    8, 13

  23. Sound Synthesis • Electronic Generation of Audio Waveforms • Model

    to Waveform Monday, April 8, 13

  24. Sound Synthesis • Electronic Generation of Audio Waveforms • Model

    to Waveform • Computer Music Origin Monday, April 8, 13

  25. Sound Synthesis • Electronic Generation of Audio Waveforms • Model

    to Waveform • Computer Music Origin • Current Uses • Electronic Music Production, • Games • Interactive Media Monday, April 8, 13

  26. Sound Synthesis Monday, April 8, 13

  27. Sound Synthesis • Flexible Model Monday, April 8, 13

  28. Sound Synthesis • Flexible • Real Time Model Monday, April

    8, 13

  29. Sound Synthesis • Flexible • Real Time • Low Memory

    Requirement Model ~10KB vs 1MB Monday, April 8, 13

  30. Sound Synthesis Monday, April 8, 13

  31. Sound Synthesis • Types Monday, April 8, 13

  32. Sound Synthesis • Types • Additive Synthesis Monday, April 8,

    13

  33. Sound Synthesis • Types • Additive Synthesis • Frequency Modulation

    Synthesis Monday, April 8, 13

  34. Sound Synthesis • Types • Additive Synthesis • Frequency Modulation

    Synthesis • Physical Synthesis Monday, April 8, 13

  35. Sound Synthesis • Types • Additive Synthesis • Frequency Modulation

    Synthesis • Physical Synthesis • Spectral Modeling Synthesis Monday, April 8, 13

  36. Sound Synthesis Monday, April 8, 13

  37. Sound Synthesis • Vehicle Sounds • Tonal Component - Engine

    Noise • Noise Component - Tyre Noise Monday, April 8, 13

  38. Sound Synthesis • Vehicle Sounds • Tonal Component - Engine

    Noise • Noise Component - Tyre Noise • Non - Stationary Monday, April 8, 13

  39. Spectral Modeling Synthesis (SMS) Monday, April 8, 13

  40. Spectral Modeling Synthesis (SMS) • Xavier Serra and Julius Smith,

    1990 Monday, April 8, 13

  41. Spectral Modeling Synthesis (SMS) • Xavier Serra and Julius Smith,

    1990 • Modeling musical instruments Monday, April 8, 13

  42. Spectral Modeling Synthesis (SMS) • Xavier Serra and Julius Smith,

    1990 • Modeling musical instruments • Deterministic + Stochastic Decomposition Monday, April 8, 13

  43. Spectral Modeling Synthesis (SMS) • Xavier Serra and Julius Smith,

    1990 • Modeling musical instruments • Deterministic + Stochastic Decomposition • Tonal Sounds + Noise Monday, April 8, 13

  44. SMS Demo Monday, April 8, 13

  45. SMS Demo • Original • Tonal (Deterministic) • Noise (Stochastic)

    • ReSynthesis Monday, April 8, 13

  46. SMS Demo • Original • Tonal (Deterministic) • Noise (Stochastic)

    • ReSynthesis Monday, April 8, 13

  47. SMS Demo • Original • Tonal (Deterministic) • Noise (Stochastic)

    • ReSynthesis Monday, April 8, 13

  48. SMS Demo • Original • Tonal (Deterministic) • Noise (Stochastic)

    • ReSynthesis Monday, April 8, 13

  49. SMS Demo • Original • Tonal (Deterministic) • Noise (Stochastic)

    • ReSynthesis Monday, April 8, 13

  50. • LISTEN Project • Auralization • Sound Synthesis • Spectral

    Modeling Synthesis (SMS) • SMS Implementation for Vehicle Sounds • Listening Test • Results and Analysis • Q & A Organization Monday, April 8, 13

  51. SMS Algorithm STFT Analysis Original Audio Peak Detection Peak Tracking

    Peak Trajectories Tonal ReSynth Residual Audio Residual Parameterization Residual Parameters Noise ReSynth ReSynth Audio Monday, April 8, 13

  52. SMS Algorithm STFT Analysis Original Audio Peak Detection Peak Tracking

    Peak Trajectories Tonal ReSynth Residual Audio Residual Parameterization Residual Parameters Noise ReSynth ReSynth Audio Tonal Analysis Monday, April 8, 13

  53. SMS Algorithm STFT Analysis Original Audio Peak Detection Peak Tracking

    Peak Trajectories Tonal ReSynth Residual Audio Residual Parameterization Residual Parameters Noise ReSynth ReSynth Audio Tonal Analysis Noise Analysis Monday, April 8, 13

  54. SMS Algorithm STFT Analysis Original Audio Peak Detection Peak Tracking

    Peak Trajectories Tonal ReSynth Residual Audio Residual Parameterization Residual Parameters Noise ReSynth ReSynth Audio Tonal Analysis Noise Analysis Synthesis Monday, April 8, 13

  55. SMS Algorithm Tonal Analysis • Original Audio - Peak Trajectories

    STFT Analysis Original Audio Peak Detection Peak Tracking Peak Trajectories Monday, April 8, 13

  56. SMS Algorithm STFT Monday, April 8, 13

  57. SMS Algorithm STFT • Short Term Fourier Transform (STFT) Monday,

    April 8, 13

  58. SMS Algorithm STFT • Short Term Fourier Transform (STFT) •

    Fourier Analysis of Short Time Instances Monday, April 8, 13

  59. SMS Algorithm STFT • Short Term Fourier Transform (STFT) •

    Fourier Analysis of Short Time Instances • Sliding Window Analysis Monday, April 8, 13

  60. SMS Algorithm Peak Detection Monday, April 8, 13

  61. SMS Algorithm Peak Detection • Gradient Based Detection Monday, April

    8, 13

  62. SMS Algorithm Peak Detection • Gradient Based Detection Monday, April

    8, 13

  63. SMS Algorithm Peak Detection • Gradient Based Detection Monday, April

    8, 13

  64. SMS Algorithm Peak Detection • Gradient Based Detection • Interpolation

    due to DFT Sampling. Monday, April 8, 13

  65. SMS Algorithm Peak Detection • Gradient Based Detection • Interpolation

    due to DFT Sampling. Monday, April 8, 13

  66. SMS Algorithm Peak Tracking Monday, April 8, 13

  67. SMS Algorithm Peak Tracking • Frequency Guides - Peak Trajectories

    Monday, April 8, 13

  68. SMS Algorithm Peak Tracking • Frequency Guides - Peak Trajectories

    • Gradually Varying Sinusoids Monday, April 8, 13

  69. SMS Algorithm Peak Tracking • Frequency Guides - Peak Trajectories

    • Gradually Varying Sinusoids • Doppler Shift Monday, April 8, 13

  70. SMS Algorithm Peak Tracking • Frequency Guides - Peak Trajectories

    • Gradually Varying Sinusoids • Doppler Shift Monday, April 8, 13

  71. SMS Algorithm Peak Trajectories Monday, April 8, 13

  72. SMS Algorithm Noise Analysis • Original Audio & Tonal Synthesis

    - Residual Parameters Original Audio Peak Trajectories Tonal ReSynth Residual Audio Residual Parameterization Residual Parameters Monday, April 8, 13

  73. SMS Algorithm Residual Calculation Monday, April 8, 13

  74. SMS Algorithm Residual Calculation • Original - Tonal = Residual

    Monday, April 8, 13

  75. SMS Algorithm Residual Calculation • Original - Tonal = Residual

    • Spectrum Subtraction Monday, April 8, 13

  76. SMS Algorithm Residual Calculation • Original - Tonal = Residual

    • Spectrum Subtraction Monday, April 8, 13

  77. SMS Algorithm Residual Parameterization Monday, April 8, 13

  78. SMS Algorithm Residual Parameterization • Perceptual Model Monday, April 8,

    13

  79. SMS Algorithm Residual Parameterization • Perceptual Model • Noise Energy

    per Critical Band Monday, April 8, 13

  80. SMS Algorithm Residual Parameterization • Perceptual Model • Noise Energy

    per Critical Band Monday, April 8, 13

  81. SMS Algorithm - Residual Parameters Monday, April 8, 13

  82. SMS Algorithm Complete Model Monday, April 8, 13

  83. SMS Algorithm Complete Model • Peak Trajectories Monday, April 8,

    13

  84. SMS Algorithm Complete Model • Peak Trajectories Monday, April 8,

    13

  85. SMS Algorithm Complete Model • Peak Trajectories • Residual Parameters

    Monday, April 8, 13

  86. SMS Algorithm Complete Model • Peak Trajectories • Residual Parameters

    Monday, April 8, 13

  87. SMS Algorithm Complete Model • Peak Trajectories • Residual Parameters

    6 seconds - 80KB Monday, April 8, 13

  88. SMS Algorithm Synthesis • Peak Trajectories - Tonal Sound •

    Residual Parameters - Noise Peak Trajectories Tonal ReSynth Residual Parameters Noise ReSynth ReSynth Audio Monday, April 8, 13

  89. SMS Algorithm Tonal Synthesis Monday, April 8, 13

  90. SMS Algorithm Tonal Synthesis • Peak Trajectories - Sinusoid Waveform

    Monday, April 8, 13

  91. SMS Algorithm Tonal Synthesis • Peak Trajectories - Sinusoid Waveform

    • x[n] = A[n]*cos(w[n]) Monday, April 8, 13

  92. SMS Algorithm Tonal Synthesis • Peak Trajectories - Sinusoid Waveform

    • x[n] = A[n]*cos(w[n]) + + = = Monday, April 8, 13

  93. SMS Algorithm Residual Synthesis Monday, April 8, 13

  94. SMS Algorithm Residual Synthesis • Residual Parameters - Noise Monday,

    April 8, 13

  95. SMS Algorithm Residual Synthesis • Residual Parameters - Noise •

    Interpolation Monday, April 8, 13

  96. SMS Algorithm Residual Synthesis • Residual Parameters - Noise •

    Interpolation • Random Phase Assignment Monday, April 8, 13

  97. SMS Algorithm Residual Synthesis • Residual Parameters - Noise •

    Interpolation • Random Phase Assignment • Inverse Fourier Transform Monday, April 8, 13

  98. SMS Algorithm Residual Synthesis • Residual Parameters - Noise •

    Interpolation • Random Phase Assignment • Inverse Fourier Transform • Overlap and Add Synthesis Monday, April 8, 13

  99. SMS Algorithm Residual Synthesis • Overlap and Add Synthesis Monday,

    April 8, 13

  100. SMS Algorithm STFT Analysis Original Audio Peak Detection Peak Tracking

    Peak Trajectories Tonal ReSynth Residual Audio Residual Parameterization Residual Parameters Noise ReSynth ReSynth Audio Tonal Analysis Noise Analysis Synthesis Monday, April 8, 13

  101. • LISTEN Project • Auralization • Sound Synthesis • Spectral

    Modeling Synthesis (SMS) • SMS Implementation for Vehicle Sounds • Listening Test • Results and Analysis • Q & A Organization Monday, April 8, 13

  102. SMS for Vehicle Sounds • Multi Pass Analysis • Trajectory

    Energy Filtering • Residual parameter smoothing Monday, April 8, 13

  103. SMS for Vehicle Sounds • Multi Pass Analysis • Analysis

    Window - Frequency Dependence Monday, April 8, 13

  104. SMS for Vehicle Sounds • Multi Pass Analysis - Pyramid

    Analysis • Vary window length for each ‘Pass’ Monday, April 8, 13

  105. SMS for Vehicle Sounds Monday, April 8, 13

  106. SMS for Vehicle Sounds • Multi Pass Analysis Monday, April

    8, 13

  107. SMS for Vehicle Sounds • Multi Pass Analysis • Frequency

    band - Pass Monday, April 8, 13

  108. SMS for Vehicle Sounds • Multi Pass Analysis • Frequency

    band - Pass Pass 1 Pass 2 Pass 3 Monday, April 8, 13

  109. SMS for Vehicle Sounds • Trajectory Energy Filtering • Too

    many trajectories - Filter by ‘Importance’ Monday, April 8, 13

  110. SMS for Vehicle Sounds Monday, April 8, 13

  111. SMS for Vehicle Sounds • Fluctuating Residual Parameter Monday, April

    8, 13

  112. SMS for Vehicle Sounds • Fluctuating Residual Parameter • Smoothen

    Monday, April 8, 13

  113. SMS for Vehicle Sounds • Fluctuating Residual Parameter • Smoothen

    Monday, April 8, 13

  114. SMS on Vehicle Sounds • Bus (39km/h) • Original •

    Tonal • Noise • ReSynth Monday, April 8, 13

  115. SMS on Vehicle Sounds • Bus (39km/h) • Original •

    Tonal • Noise • ReSynth Monday, April 8, 13

  116. SMS on Vehicle Sounds • Bus (39km/h) • Original •

    Tonal • Noise • ReSynth Monday, April 8, 13

  117. SMS on Vehicle Sounds • Bus (39km/h) • Original •

    Tonal • Noise • ReSynth Monday, April 8, 13

  118. SMS on Vehicle Sounds • Bus (39km/h) • Original •

    Tonal • Noise • ReSynth Monday, April 8, 13

  119. SMS on Vehicle Sounds • Open Astra (45 km/h) •

    Volvo V70 (50 km/h) • IV Medium-Heavy (40km/h) • Bus (86km/h) Monday, April 8, 13

  120. SMS on Vehicle Sounds • Open Astra (45 km/h) •

    Volvo V70 (50 km/h) • IV Medium-Heavy (40km/h) • Bus (86km/h) Monday, April 8, 13

  121. SMS on Vehicle Sounds • Open Astra (45 km/h) •

    Volvo V70 (50 km/h) • IV Medium-Heavy (40km/h) • Bus (86km/h) Monday, April 8, 13

  122. SMS on Vehicle Sounds • Open Astra (45 km/h) •

    Volvo V70 (50 km/h) • IV Medium-Heavy (40km/h) • Bus (86km/h) Monday, April 8, 13

  123. SMS on Vehicle Sounds • Open Astra (45 km/h) •

    Volvo V70 (50 km/h) • IV Medium-Heavy (40km/h) • Bus (86km/h) Monday, April 8, 13

  124. • LISTEN Project • Auralization • Sound Synthesis • Spectral

    Modeling Synthesis (SMS) • SMS Implementation for Vehicle Sounds • Listening Test • Results and Analysis • Q & A Organization Monday, April 8, 13

  125. Listening Test Monday, April 8, 13

  126. Listening Test • Perceptual Similarity of Sounds Monday, April 8,

    13

  127. Listening Test • Perceptual Similarity of Sounds • 18 Sounds

    - 72 Combination Monday, April 8, 13

  128. Listening Test • Perceptual Similarity of Sounds • 18 Sounds

    - 72 Combination • Paired Sound Test Monday, April 8, 13

  129. Listening Test • Perceptual Similarity of Sounds • 18 Sounds

    - 72 Combination • Paired Sound Test • 3 Questions • Realism • Annoyance • Speed Monday, April 8, 13

  130. Listening Test • Perceptual Similarity of Sounds • 18 Sounds

    - 72 Combination • Paired Sound Test • 3 Questions • Realism • Annoyance • Speed • 27 Participants Monday, April 8, 13

  131. Listening Test Results Monday, April 8, 13

  132. Listening Test Results • Significant Difference Match Pair t-test -

    90% Monday, April 8, 13

  133. Spectral Analysis Monday, April 8, 13

  134. • LISTEN Project • Auralization • Sound Synthesis • Spectral

    Modeling Synthesis (SMS) • SMS Implementation for Vehicle Sounds • Listening Test • Results and Analysis • Q & A Organization Monday, April 8, 13

  135. Analysis - Applications Monday, April 8, 13

  136. Analysis - Applications • Applying propagation to Sound Model Monday,

    April 8, 13

  137. Analysis - Applications • Applying propagation to Sound Model •

    Direct Frequency-Domain Changes Monday, April 8, 13

  138. Analysis - Applications • Applying propagation to Sound Model •

    Direct Frequency-Domain Changes • Less Memory Requirement Monday, April 8, 13

  139. Analysis - Applications • Applying propagation to Sound Model •

    Direct Frequency-Domain Changes • Less Memory Requirement • Interaction Real-Time Synthesis Monday, April 8, 13

  140. Analysis - Applications Monday, April 8, 13

  141. Analysis - Applications • Binaural calculation of propagation Monday, April

    8, 13

  142. Analysis - Applications • Binaural calculation of propagation • Multiple

    source height - issue Monday, April 8, 13

  143. Analysis - Applications • Binaural calculation of propagation • Multiple

    source height - issue • SMS can ‘separate’ engine and tyre Monday, April 8, 13

  144. Conclusion Monday, April 8, 13

  145. Conclusion • SMS works great for vehicle sounds. Monday, April

    8, 13

  146. Conclusion • SMS works great for vehicle sounds. • Less

    memory and more flexible Monday, April 8, 13

  147. Conclusion • SMS works great for vehicle sounds. • Less

    memory and more flexible • Fine tuning for effectively and efficiency. Monday, April 8, 13

  148. Conclusion • SMS works great for vehicle sounds. • Less

    memory and more flexible • Fine tuning for effectively and efficiency. • Can produce perceptually similar sounds. Monday, April 8, 13

  149. Future Work Monday, April 8, 13

  150. Future Work • Automated Parameter Estimation Monday, April 8, 13

  151. Future Work • Automated Parameter Estimation • Improved Noise Model

    Monday, April 8, 13

  152. Future Work • Automated Parameter Estimation • Improved Noise Model

    • Transients Modeling Monday, April 8, 13

  153. Future Work • Automated Parameter Estimation • Improved Noise Model

    • Transients Modeling • Support for Binaural Propagation calculation Monday, April 8, 13

  154. Thanks! Monday, April 8, 13