acoustical modeling of gunshots including directional ... · gunshots including directional...
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Acoustical Modeling of Gunshots Including Directional
Information and Reflections Robert C. Maher
Electrical and Computer Engineering Montana State University - Bozeman
Outline • Introduction
• Gunshot Acoustical Characteristics
• Recorded gunshots – Reverberation and reflections – Directional characteristics
• Directional modeling
• Conclusion
Gunshot Analysis Applications
• Real Time Tactical Information – Gunshot Detection – Sniper Localization
• Forensic Reconstruction
– Timeline Assessment – Shooter Location and Orientation – Firearm Classification
Gunshot Evidence Issues Near the Shooter
• Mechanical Action • Muzzle Blast • Supersonic Projectile (shock wave) • Surface Vibration • Reflections • Microphone Type and Location • Audio Recording Issues (e.g., codecs)
Supersonic Projectile
=
==
M
cVM
M1arcsin
numberMach
θ
Bullet Trajectory
Shock Wave Cone: Mach 3.0
( velocity V )
Shock Wave Front Trajectory
( velocity c )
θM, fast θM, slow
Shock Wave Cone: Mach 1.05
Shock Wave Front Trajectory
( velocity c )
Example Recording
A
B
C
Gun Barrel
Shock Wave Trajectory
3.7 meters
6.3 m
eter
s
θM = 23
B’
X
Microphones
L R Bullet speed at muzzle: 2728 ft/sec (831.5 m/sec)
Speed of sound (c): 1075 ft/sec (328 m/sec)
Mach Number (V/c): 2.54
Mach Angle (θM): 23.2°
Ground Reflection (cont.)
0 5 10 15 20 25 30 35 40 45 -0.2
-0.15
-0.1
-0.05
0
0.05
0.1
0.15
0.2
Time [ms]
Am
plitu
de [l
inea
r sca
le]
Ch 1 R Ch 2 L
L R
Muzzle Blast
Muzzle Reflection
Shock Wave
Shock Wave Reflection
Directional Effects
• Gunshot sound levels and waveform characteristics vary with firearm type and azimuth with respect to the barrel.
• Off-axis levels are typically 15-20 dB lower than on-axis levels.
• Waveforms from a particular firearm can vary substantially as a function of azimuth
Directional Effects (cont.)
357 Handgun
0 1 2 3 4 5
180
170
139
130
94
85
49
40
9
0
Time [ms]
Azi
mut
h [d
eg]
Sound Level vs. Azimuth
0 45 90 135 180125
130
135
140
145
Azimuth [deg]
Mea
n S
ound
Lev
el [d
B re
20u
Pa]
30822312ga
Effects Due to Surroundings • A simple idea: “just convolve a gunshot
recording with the 1-D acoustical impulse response between shooter and microphone”
• But this is the problem: the gunshot sound is highly directional, so a 3-D spatial/directional impulse response is required.
Anechoic Recording On-Axis
0 0.005 0.01 0.015 0.02 0.025 0.03 0.035 0.04-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
Time [sec]
Am
plitu
de [L
inea
r Sca
le]
(extrapolation)
Anechoic Recording 20 deg
0 0.005 0.01 0.015 0.02 0.025 0.03 0.035 0.04-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
Time [sec]
Am
plitu
de [L
inea
r Sca
le]
(extrapolation)
Model Result: Barrel to West
0 0.02 0.04 0.06 0.08 0.1-0.4
-0.3
-0.2
-0.1
0
0.1
0.2
0.3
0.4
Time [sec]
Am
plitu
de [L
inea
r Sca
le]
Model Result: Barrel to East
0 0.02 0.04 0.06 0.08 0.1-0.4
-0.3
-0.2
-0.1
0
0.1
0.2
0.3
0.4
Time [sec]
Am
plitu
de [L
inea
r Sca
le]
Recommendations
• Acoustical modeling and reconstruction of a shooting scenario inherently requires the directional characteristic of the firearm.
• Systems intended for gunshot classification also must consider the orientation of the firearm and the acoustical characteristics of the scene.
Conclusions
• Audio forensic examination must anticipate: – Acoustic variation among firearms – Acoustic variation of one firearm at differing
azimuths • Care is needed when applying convolution
– A spatial impulse response is required. • Pristine recordings are unlikely in most
audio forensic scenarios.