
AbstractAn accident at the Sierra Chemical Company Kean Canyon plant, 16 km east of Reno, Nevada, resulted in two explosions 3.52 seconds apart which devastated the facility. An investigation into a possible cause for the accident required the chronological order of explosions. We resolved the high-precision relative locations and chronology of the explosions using a cross-correlation method applied to both seismic and air-waves. The difference in relative arrival times of air-waves between the explosions indicated that the first explosion occurred at the northern site. We then determined two station centroid separations between explosions which average about 73 meters with uncertainties ranging from ± 17 to 41 meters depending on the alignment of station pairs. We estimated a centroid separation of 80 meters using P-waves with a larger uncertainty of ± 340 meters. We performed a grid search for an optimal separation and the azimuth by combining air-wave arrivals from 3 station pairs. The best solution for the relative location of the second explosion is 73.2 meters S35°E from the first explosion. This estimate is well within the uncertainties of the surveyed crater locations by the US Chemical Safety and Hazard Investigation Board (CSB). The CSB reported a separation of approximately 76.2 meters S33°E. The spectral amplitudes of P-waves are 3 to 4 times higher for the second explosion relative to the first explosion but the air-waves have similar spectral amplitudes. We suggest that this difference is due to the partitioning of energy between the ground and air caused by downward directivity at the southern explosion, and upwards directivity at the northern explosion. This is consistent with the absence of a crater for the first explosion and a 1.8 meter deep crater for the second explosion. |
View of crater where PETN storage building used |
View of remains of booster room 2. This is the |
Identifying pot locations in booster room 2. |
Damaged mixing pot from booster room 2. |
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See Figure 5 for map of explosion sites. The onsite investigation revealed that the first explosion ocurred at the northern site in boster room 2 where boosters were manufactured. About 3 seconds later (3.54 seconds) falling debris generated a second explosion in an explosives (PETN) storage building about 75 meters to the south at the southern site. Investigators believe the first explosion most likely occurred in boster room 2 when a worker left materials in a mixing pot by mistake overnight. When the mixing pot was turned on at 7:54 am in the morning, its blade may have hit solidified explosives which triggered the electric shock wave that set off the initial explosion. |
| The CSB surveyed the accident site and
reported that two explosions were separated by a horizontal distance of
approximately 250 feet (76.2 meters), along a strike of 147° or S33°E
(John Piatt, personal communication). Uncertainties in these measurements
are due to uncertainty on where the "centers" of the explosions were located.
The northern explosion did not leave a crater and occurred in a building
that was formerly about 40 feet by 40 feet in dimension, and the southern
explosion left a kidney-shaped crater that was about 30 feet across and
50 feet long (John Piatt, personal communication). A circular approximation
would have a radius of 40 feet. Based on these dimensions, the separation
between the centers of the explosions relative to the centroid could be
uncertain by as much as several meters, and the azimuth could be uncertain
by a few degrees. According to testimony to the CSB (John Piatt, personal
communication), there were about 7500 to 8000 pounds of explosives (TNT
or COMP-B) at the northern site, and about 15000 pounds of explosives (PETN)
at the southern site. Based on several independent lines of evidence, the
CSB has come to the conclusion that the northern explosion occurred first.
Poupinet et al. (1984), Fremont and Malone (1987), VanDecar and Crosson (1990), Deichmann and Fernandez (1992), Dodge et al., (1996), and Lees (1998) used a cross-correlation method on nearly identical seismograms called multiplets for the high-precision relative hypocenter locations of earthquakes. Fremont and Malone (1987) directly tested the precision of this method with ground truth information from explosions and concluded that explosions within 250 meters could be relocated with an accuracy better than 20 meters. We have also observed numerous cases of multiplets in routine earthquake monitoring activities and would like to determine the resolving power and errors associated with this methodology for our regional seismic network. |
Figure 1.Western Nevada digital seismic stations, location of the explosion, and the location of the Reno urban area. |
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| Code | Name | Latitude | Longitude | Elevation(km) | Distance(km) | Azimuth ° |
|---|---|---|---|---|---|---|
| WCN | Washoe City, NV | 39° 18.1'N | 119° 45.4'W | 1.50 | 28.6 | 201.5 |
| VIP | Virginia Pk., NV | 39° 45.2'N | 119° 27.7'W | 2.49 | 27.9 | 32.2 |
| PAH | Pah Rah Range,NV | 39° 42.2'N | 119° 23.1'W | 1.50 | 28.3 | 49.4 |
| BEK | Bekwourth, CA | 39° 52.0'N | 120° 21.5'W | 1.74 | 71.8 | 300.4 |
| WAK | Walker, CA | 38° 30.3'N | 119° 26.2'W | 1.89 | 116.3 | 171.5 |

| We located the initial explosion (explosion
A) from the P-wave arrivals recorded at the UNR Keck digital stations and
one helicorder record from an analog station (Table 1). The existing regional
network of analog stations did not trigger on the explosion. We used a
1D velocity model (Table 2) to estimate the absolute location of the first
explosion. Since the location determined from the P-wave arrivals of the
first explosion is only 1.2 km from the known mapped location of the explosions,
our confidence in the velocity model in Table 2 is increased.
Finding the relative centroid locations of explosions A and B, requires the precise time difference in P-wave or N-wave arrivals between explosions, tb-ta, where tb is the phase arrival time from explosion B and ta is from explosion A. To determine tb-ta, we performed cross-correlations on windows of the P- and N-wave arrivals in the frequency domain (Fremont and Malone, 1987). The frequency domain technique can establish relative time difference estimates that are below the limit imposed by the sampling interval. This allows relative locations with a precision on the order of several meters even with a system sample interval of 0.01 seconds/sample. We also compute the coherency of the phase arrivals to determine the frequency range over which the slope of the cross-spectrum phase is analyzed. |
Table 2. Velocity model used in location of explosion.
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The time difference, DELTA t, between
two phase arrivals is proportional to the slope of the phase of the cross
spectrum,
(1) where phi(delta f) is the phase of the cross spectrum over a frequency range delta f, and n is the phase unwrapping uncertainty. The normalized coherency between two time series measures the similarity of their shapes, ranging between 0, when they are completely dissimilar, and 1 when they are identical. The coherency in the frequency domain, C(f), between the Fourier transforms of the seismograms s1(f) and s2(f) is defined here following Menke et al. (1990), (2) where f is frequency, < > denotes boxcar averaging over a frequency interval DELTA f centered at f, and s* denotes complex conjugation. The seismograms of both explosions were first windowed using 2 second windows around each of the P- and N-wave arrivals and then cosine tapered. Rough estimates of tb-ta were then determined by hand picking a common peak or trough of explosion A and B. The windowed seismograms were then shifted by this tb-ta before computing the coherency and cross phase spectra. We find that the coherency between phase arrivals falls-off at high frequencies, and therefore we only used frequencies between 5 and 20 Hz. A line is fit to the slope of the cross phase spectra in equation (1) by least squares, with an intercept fixed at 0 Hz and an n equal to 0. We finally correct the initial tb-ta value by adding it with DELTA t thus giving the precise time separation of the two phases. The cross-coherence plots and phase spectra from PAH are shown in Figure 3, and the apparent time lags with uncertainties derived from these cross spectra are given in Table 3. The results were not affected by different initial tb-ta but estimating it as close as possible to the actual time shift helps to reduce the uncertainty due to phase unwrapping. There is always a 2 pi n uncertainty in unwrapping the phase spectra but since an initial shift was performed, we expect n to be 0 or 1 and the maximum uncertainty in phase to be less than 2 pi. The fall-off in coherency at high frequencies is more likely due to the first explosion superimposed upon the record of the second, or possible differences in the details of the two source time functions rather than being due to slight differences in the travel paths caused by the difference in the source locations. The loss in coherency is reflected in the large uncertainties in estimating the slope of phase of the cross spectra. |
| Station | Component | P-wave | Uncertainty1 | Air-Wave | Uncertainty1 |
|---|---|---|---|---|---|
| - | - | tb-ta(sec) | (ms) | tb-ta(sec) | (ms) |
| WCN | Z | 3.599 | 36 | - | - |
| WCN | E | - | - | 3.403 | 27 |
| PAH | Z | 3.582 | 38 | 3.582 | 27 |
| PAH | N | - | - | 3.542 | 36 |
| WAK | Z | - | - | 3.330 | 9 |
| WAK | N | - | - | 3.330 | 14 |

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Based on the time separations from the
cross-correlation method, we estimate L, the distance separation
of the second explosion relative to the first as a function of beta,
the hypothetical direction from the first source to the second, using:
(3) where c is the air velocity, equal to 343 m/s, DELTA tij is the difference in the arrival times between the explosions at stations i and j, and thetai is the azimuth from the first explosion to the ith station. A grid search for the best solution which approximately satisfies equation (3) is made over values of beta ranging from 0 to 180° for the three station pairs. The optimal values are shown in Figure 4 where the three lines approximately cross at beta approximately 145° (S35°E) and L approximately 73.2 meters. The relative location estimated using N-waves is shown in Figure 5 and unambiguously indicate that the initial explosion was at the northern site, which is consistent with the analysis of the CSB. The origin time of explosions B relative to A, Tb, is determine by, where phi is the azimuth of the station from explosion A. We fix L equal to 73.2 meters and beta = 145 ° from the optimal values determined above. Using tb-ta values from Table 3 and phi values from Table 1, results in a Tb equal to 3.52 seconds. |
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Discussion and UncertaintiesThe optimal relative location of the second explosion, based on 3 pairs of stations, is within the uncertainties of the CSB investigation. The difference in separation between our estimate (73.2 meters) and the CSB estimate (76.2 meters) is small compared to the source dimensions, and the difference in azimuth between our estimate (145°) and the CSB estimate (147°) is also within the range of angles that is allowed by the source sizes. There is no straight forward way of computing an uncertainty for the optimal values of L and beta, but since the three solution lines in Figure 4 do not exactly intersect, the area created by the intersection illustrates an approximate uncertainty.We compute uncertainties for individual station pairs by the standard deviation, sigma, which is the square root of the variance between the best fit slope of equation (1) to the phase of the cross spectra. These standard deviations are converted to tb-ta uncertainties and listed in Table 3. We then propagate tb-ta uncertainties through equation (3) by arbitrarily fixing $beta$ equal to 145°, and using ± 1 sigma in tb-ta to convert to the maximum uncertainty in the source separation, L, for each station pair. The importance of receiver geometry on uncertainty is shown by the difference in separation uncertainties between different station pairs. Station pair PAH and WAK has a path which is almost along strike of the explosions and has an uncertainty of ± 17 meters. The station pair WCN and PAH has a path relatively more perpendicular to the strike of the explosions and has a larger uncertainty of ± 33 meters. The path which is more parallel to the strike of the explosions has a better resolution of the separation. |
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| There is no significant source of error
associated with timing in the recorder itself. The digital stations maintain
absolute timing by synchronizing with a GPS time signal that is broadcast
from the Seismological Laboratory. The GPS signal is broadcast every second
and a high precision oscillator in the seismograph unit is phase-locked
to UTC by this pulse. A radio frequency delay of 44 ms, which occurs in
the electronics and telemetry systems, is accounted for in establishing
absolute time of the recorded waveforms. A timing mismatch of 1 msec between
the GPS time and the internal clock time results in a clock correction
that is reported by the instrument. Timing errors during regular operation
rarely exceed several msec. Because the two explosions occurred within
3.52 sec, the absolute timing of the instrumentation can affect the location
that we gave for the first explosion, but not the relative locations of
the first and second explosion. Only the error in the digitization rate
is relevant to uncertainties in the relative locations. The manufacturer
reports that errors in the digitization rate for the internal oscillator
do not exceed 1 msec for any one sample and are expected to be on the order
of 50 microsec. If the oscillator would drift more than 1 msec over any
recording period, then a timing correction would be initiated by the instrument
and its results would be recorded in the instrument log.
Atmospheric conditions that affect the speed of sound can shift the estimated separations slightly. We used an air velocity of 343 m/s (Kinsler et al., 1982). For a 10% uncertainty in the assumed air velocity of 343 m/s, which is greater than expected, the relative source separation error would be ± 7.0 meters, which does not impact our conclusion as to the relative source locations or the chronology. A constant wind velocity across the array on the morning of the blasts would not be significant; a 10 MPH wind has only 1.3% of the speed of air. |
Explosion A ocurred at the northern site, boster room 2, where boosters were manufactured. Seconds later falling debris generated a second explosion, "Explosion B", in an explosives storage building at the southern site. Investigators believe Explosion A most likely occurred when a worker left materials in a mixing pot by mistake overnight. When the mixing pot was turned on in the morning, its blade may have hit solidified explosives which triggered the electric shock wave that set off the initial explosion. |
| One of our objectives was to see if it is feasible to measure the separation between the explosions using the P- or S-wave waves. From Table 4, we see that the best estimate of the separation using the P-waves is 80 m, which is consistent with the estimates using the N-waves. However, the uncertainty in the time separation for the P-waves from WCN and PAH leads to a large uncertainty on the separation. The P-wave at WAK, 116 km epicentral distance, was too weak to provide a reliable separation. These results confirm that high-precision relative locations of closely spaced multiple events can be resolved, given an adequate signal-to-noise ratio, and two or more stations distributed along the strike of the events (e.g. Fremont and Malone, 1987). |
| Path | P-wave (sec) * | Air-wave (sec) * | ° |
° |
Separation (m) | Uncertainty (m) |
|---|---|---|---|---|---|---|
| WAK-PAH | - | 0.2126 | -26.4 | 95.7 | 72.3 | ± 17 |
| WAK-WCN | - | 0.0752 | -26.4 | -56.4 | 73.3 | ± 41 |
| WCN-PAH | - | 0.1374 | -56.4 | 95.7 | 73.2 | ± 33 |
| WCN-PAH | 0.0144 | - | -56.4 | 95.7 | 79.9 | ± 340 |
Figure 6. Uncorrected P-wave and N-wave spectra of the two explosions. The spectral curves are the smoothed log average of three components of motion. The arrow points to the peak spectral value of a noise window before explosion A. |
Directivity and Source DimensionFigure 6 shows the uncorrected spectra of the P- and N-waves from the two explosions at PAH. The spectra of the three components were log averaged and then smoothed. The P-wave spectra at PAH for explosion B is 3 to 4 times larger than explosion A, which is consistent with the report that the site of explosion B contained more explosives however, the amplitude ratio is twice the reported ratio of explosive mass. In comparison, the N-wave spectral amplitudes for B are similar to explosion A, which is inconsistent with the P-wave spectra. The larger P-wave spectral ratio between explosions and a smaller N-wave spectral ratio suggests that explosion B was more coupled to the ground, thus allowing more energy to be partitioned into the ground than into the air. We speculate that explosion B initiated at the top of the stockpile, resulting in downward directivity, partitioning more energy into the ground than into the air, and forming a crater 1.8 meters deep, while explosion A had upwards directivity consistent with the absence of a crater. The CSB hypothesized that the first explosion triggered the second explosion when debris from the first explosion entered the building through the ceiling or skylight at the second site. This mechanism is consistent with the observed directivity. The S-wave from the first explosion is predicted to arrive 4.2 seconds after the P-wave at PAH (Figure 3). The S-wave may contaminate the P-wave spectra of the second explosion, therefore making it higher in amplitude. This could suggest an alternative scenario in which two explosions had the same yields, as suggested by the similar N-wave spectral ratio. However the spectra for the first 0.5 seconds still differ by a factor of 2, making this scenario less likely. |
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The physical dimensions of the explosions, like the dimensions
of earthquakes, should be related to the corner frequency, fc,
measured from the Fourier spectrum. To test this hypothesis, we used an
equation for the earthquake source radius r from Brune (1970):
(5) where c is either the P-wave velocity or the speed of sound in air. The measured crater of the southern explosion was about 12 meters across and 1.8 meters deep, suggesting that the expected source radius is 6 meters. The northern explosion did not leave a crater but the building was formerly 40 feet by 40 feet, giving an upper limit to the source radius of about 6 meters. The Fourier spectra from the N-waves, shown in Figure 6b, are relatively flat from 1 Hz to above 30 Hz. The high frequencies of the N-waves are limited by the anti-aliasing filters in the recorder (at 40 Hz). The spectrum from the northern explosion might suggest the presence of a corner at about 30 Hz, which from equation (4) would give a source radius of 4 meters. Such a result is reasonable considering the independent information about the size of the building. The P-wave spectra fall off rapidly above 6 Hz, so we take 6 Hz to represent the corner frequency of these spectra. In equation (4) we use the P-wave velocity of 3000 m/sec from the topmost layer of the velocity model in Table 1 which is reasonable for weathered bedrock. With this combination of parameters, equation (4) gives r equal to 60 meters, which is about factor of of ten larger than the estimate from the N-wave and from ground observations. We therefore suggest that attenuation along the path has played a major role in decreasing the amplitude of high frequency P-waves. The P-waves spectra have decreased to amplitudes comparable to the pre-event noise above 20 Hz, implying that the attenuation eliminates the chance to use P-waves to estimate the source dimension for small events, whether earthquakes or explosions. For earthquakes, the P-waves would pass through the near surface zone of severe attenuation only once, so resolution of a high corner frequency should be somewhat better than in this case. |
ConclusionsWe have analyzed the relative arrivals of both similar looking P- and N-waves at a number of seismic stations to estimate the spatial separation and orientation of two closely-spaced explosions. Analysis of seismograms indicate that two explosions occurred separated in time by 3.52 seconds. The best solution for the source separation and azimuth is determined by the combination of N-waves from 3 station pairs. We conclude that the initial explosion occurred at the northern site and that the southern explosion occurred about 73.2 meters S35°E. Individual estimates using only a pair of stations have relatively higher uncertainties but still supports our conclusions. The separation and orientation of the two explosions were consistent with, and well within uncertainties of the data provided by the CSB. P-wave arrivals recorded only for one source-receiver path yields a separation of 80 m with an individual uncertainty of ± 340 meters.From the relative spectral amplitudes of P- and N-waves, we speculate that explosion B may have had a downward directivity, whereas explosion A may have been more upwardly directed. From the viewpoint of forensic seismology, this experiment was successful, in that the N-waves unambiguously demonstrate that the northern of the two explosions occurred first. We confirm that the relative separation of sources can be determined precisely using only a pair of regional seismic stations with an optimal alignment. AcknowledgmentsOur condolences goes out to the families of the Sierra Chemical workers who were killed in the accident. David von Seggern estimated the magnitude of the explosion. The reviews provided by D. von Seggern, D. Dodge, and an anonymous reviewer were extremely helpful and led to significant improvements. We thank the Keck Foundation for their generous gift that allowed installation of the digital stations used in this research. This work was made possible through financial support provided by U.S. Geological Survey NEHRP grant 1434-94-G-2479. |
References
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