Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Auralization of road vehicles using spectral mo...

Avatar for Chinmay Pendharkar Chinmay Pendharkar
April 08, 2013
Research
0
190

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
87
DNSSEC and Bind
Avatar for Chinmay Pendharkar notthetup
1
150
Garageband And Podcasting
Avatar for Chinmay Pendharkar notthetup
0
53
Audio Fundamentals - HTML5 Audio
Avatar for Chinmay Pendharkar notthetup
0
110
Audio Fundamentals - Oscillators
Avatar for Chinmay Pendharkar notthetup
0
53
Audio Fundamentals - Basics
Avatar for Chinmay Pendharkar notthetup
0
110
Robots and Pi
Avatar for Chinmay Pendharkar notthetup
2
120
What I’ve learnt about Environmental Sound Design
Avatar for Chinmay Pendharkar notthetup
0
230
Audio Editing with Audacity
Avatar for Chinmay Pendharkar notthetup
0
64

Other Decks in Research

See All in Research
Agentic AIとMCPを利用したサービス作成入門
Avatar for MIKIO KUBO mickey_kubo
0
630
20250624_熊本経済同友会6月例会講演
Avatar for Traffic Brain trafficbrain
1
650
超高速データサイエンス
Avatar for Yusuke Matsui matsui_528
1
140
AIグラフィックデザインの進化：断片から統合（One Piece）へ / From Fragment to One Piece: A Survey on AI-Driven Graphic Design
Avatar for Shunsuke KITADA shunk031
0
500
VectorLLM: Human-like Extraction of Structured Building Contours via Multimodal LLMs
Avatar for SatAI.challenge satai
4
310
When Submarine Cables Go Dark: Examining the Web Services Resilience Amid Global Internet Disruptions
Avatar for Irvin Chen irvin
0
320
生成的推薦の人気バイアスの分析：暗記の観点から / JSAI2025
Avatar for Shotaro Ishihara upura
0
280
大規模な2値整数計画問題に対する 効率的な重み付き局所探索法
Avatar for MIKIO KUBO mickey_kubo
1
380
AI in Enterprises - Java and Open Source to the Rescue
Avatar for ivargrimstad ivargrimstad
0
440
Mechanistic Interpretability：解釈可能性研究の新たな潮流
Avatar for Koshiro Aoki koshiro_aoki
1
440
CVPR2025論文紹介：Unboxed
Avatar for 村川卓也 murakawatakuya
0
170
AlphaEarth Foundations: An embedding field model for accurate and efficient global mapping from sparse label data
Avatar for SatAI.challenge satai
3
310

Featured

See All Featured
GraphQLの誤解/rethinking-graphql
Avatar for sonatard sonatard
73
11k
The Web Performance Landscape in 2024 [PerfNow 2024]
Avatar for Tammy Everts tammyeverts
9
850
Git: the NoSQL Database
Avatar for Brandon Keepers bkeepers
PRO
431
66k
Building an army of robots
Avatar for Kyle Neath kneath
306
46k
Embracing the Ebb and Flow
Avatar for Simon Collison colly
88
4.8k
Producing Creativity
Avatar for Steve Smith orderedlist
PRO
347
40k
[RailsConf 2023 Opening Keynote] The Magic of Rails
Avatar for Eileen M. Uchitelle eileencodes
31
9.7k
Fight the Zombie Pattern Library - RWD Summit 2016
Avatar for Marcelo Somers marcelosomers
234
17k
Bootstrapping a Software Product
Avatar for Garrett Dimon garrettdimon
PRO
307
110k
Fashionably flexible responsive web design (full day workshop)
Avatar for Andy Clarke malarkey
407
66k
4 Signs Your Business is Dying
Avatar for Josh Pigford shpigford
185
22k
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
Avatar for Joe Casabona jcasabona
33
2.5k

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