Hotshot Stats: Evaluating the Service Life of Smokejumper Parachutes
It’s wildfire season out West. Time to be in awe of the destructive power of Nature.
According to active fire maps by the USDA Forest Service, over 300 fires are now burning across a total of 1.5 million acres—including 35 large, uncontained blazes.
Shifting winds, humidity, and terrain can quickly alter a fire's intensity. In extreme conditions, flames can reach over 150 feet, with temperatures exceeding 2000° F.
This ferocious power is matched by only one thing: The incredible strength, courage, and skills of smokejumpers who parachute into remote areas to combat the deadly blazes.
But danger looms before a smokejumper even confronts a fire.
In statistics, we ask: “Can you trust your data?”
For a smokejumper, the critical initial question is: “Can you trust your parachute?”
Smokejumping + Statistics = Technical Fire Management
When they’re not battling wildfires, many smokejumpers pursue advanced studies in fields like fire management, ecology, forestry, and engineering in the off-season.
At Washington Institute, smokejumpers and other students in the Technical Fire Management (TFM) program apply quantitative methods—often using Minitab Statistical Software—to evaluate alternative solutions to fire management problems.
“The students in this program are mid-career wildland firefighters who want to become fire managers, i.e., transition from a technical career path to a professional path in the federal government,” says Dr. Robert Loveless, a statistics instructor for the TFM program.
As part of the program, the students have to complete, and successfully defend, a project in wildland fire management. One primary analysis tool for these projects is statistics.
“Many students have no, or a limited, background in any college-level coursework,” Loveless noted. "So teaching stats can be a real challenge."
Minitab often helps students overcome that challenge.
“Most students find using Minitab to be easy and intuitive,” Dr. Loveless told me. That helps them focus on their research objectives without getting lost in tedious calculations or a complex software interface.
Using Minitab to Evaluate the Quality of Smokejumper Parachutes
For his TFM project, Rigging and Research and Development Supervisor for Boise Smokejumpers Steve Stroud used Minitab to evaluate the relationship between the age, the number of jumps used, and the permeability of a smokejumper’s parachute.
The permeability of a parachute is a key measure of its performance. Repeated use and handling cause the nylon fabric to degrade, increasing its permeability. If permeability becomes too high, the chute opens more slowly, the speed of descent increases, and the chute becomes less responsive to steering maneuvers.
Not things you want to happen when you’re skydiving over the hot zone of raging wildfire.
99% Confidence Intervals for Parachute Permeability
Stroud sampled 70 smokejumper parachutes and recorded their age, number of jumps, and the permeability of cells within each parachute.
Permeability is measured as the airflow through the fabric in cubic feet of air per one square foot per minute (CFM). For a new parachute, industry standards dictate that the CFM should be less than 3.0 CFM. The chute can be safely used until its average permeability exceeds 12.0 CFM, at which time it’s considered unsafe and should be removed from service.
Using the descriptive statistics command in Minitab, the study determined:
- Smokejumpers could be 99% confident that the mean permeability in unused parachutes (0-10 years old, with no jumps) was between 1.99 and 2.31 CFM, well within industry standards.
- Only one unused parachute, an outlier, had a cell with a CFM greater than 3.0 (3.11). Although never used in jumps, this parachute was 10 years old and had been packed and repacked repeatedly.
- For used parachutes (0-10 years old, with between 1-140 jumps), smokejumpers could be 99% confident that the mean permeability of the parachutes was between 4.23 and 4.61 CFM. The maximum value in the sample, 9.88, was also well below the upper limit of 12.0 CFM.
Regression Analysis to Estimate Parachute Service Life
The service life for the smokejumper parachutes was 10 years at that time. However, this duration was based on a purchase schedule used by the U.S. military for a different type of parachute with different usage. Smokejumpers use a special rectangular parachute made of pressurized fabric airfoil.
Stroud wanted to determine a working service life appropriate for the expected use and wear of smokejumper chutes. Using Minitab’s regression analysis, he developed a model to predict permeability of smokejumper parachutes based on number of jumps and age (in years). (A logarithmic transformation was used to stabilize the unconstant variance shown by the Minitab residual plots.)
Regression Analysis: logPerm versus logJumps, logAge
The regression equation is logPerm = 0.388 + 0.198 logJumps + 0.170 logAge
Predictor Coef SE Coef T P
Constant 0.38794 0.02859 13.57 0.000
logJumps 0.197808 0.007920 24.97 0.000
logAge 0.17021 0.01704 9.99 0.000
S = 0.196473 R-Sq = 76.6% R-Sq(adj) = 76.4%
Analysis of Variance
Source DF SS MS F P
Regression 2 56.201 28.100 727.96 0.000
Residual Error 446 17.216 0.039
Total 448 73.417
Both predictors, the number of jumps (log) and age of the parachute (log), were statistically significant (P = 0.000). The coefficient for LogJumps (0.19708) was greater than logAge (0.17021), indicating that number of jumps is a stronger predictor of the permeability of a parachute than its age. The R-Sq value indicates the model explains approximately 75% of the variation in parachute permeability.
Using the fitted model, the permeability of the chutes can be predicted for a given number of jumps and age. Based on 99% prediction intervals for new observations, the study concluded that the service life of chutes could be extended safely to 20 years and/or 300 jumps before the permeability of any single parachute cell reached an upper prediction limit of 12 CFM.
By adopting this extended service life, Stroud estimated they could save over $700,000 in budget costs over a period of 20 years, while still ensuring the safety of the chutes.
Follow-up: One Good Analysis Leads to Another
Stroud’s TFM student research project, completed in 2010, provided the impetus for further investigation and potential policy change in two federal agencies.
“The permeability-based service life paper has been implemented in the Bureau of Land Management,“ says Stroud, who is now Assistant Loft Supervisor for the BLM smokejumpers. “We are in our 4th year of truth testing the model. It has been working very well.”
“The Forest Service (MTDC) has also taken it and is in the process of gathering their initial data set to run the model based on their usage and wear characteristics. Once completed they will be going base to base to gather intelligence for the Forest Service Jumpers.”
Piggybacking off Stroud's original research, those analyses may help put smokejumpers, who face threats from both hot zones and budget constraints, safely into the black.
Acknowledgements: Many thanks to both Bob Loveless and Steve Stroud for their invaluable contributions to this post. True to reputation, smokejumpers strive to go beyond the call of duty: Steve e-mailed me his assistance while he was thousands of feet above the air in a smokejumping plane, with the sign-off “Sent from Space!”
Source: Stroud, S. Permeability Based Analysis on the BLM Smokejumper Parachute. Washington Institute, Technical Fire Management student projects database.
Photo credits: Smokejumper photos courtesy of Mike McMillanWant to experience what it feels like to smokejump over a wildfire (while remaining safely at your desk)? Check out the incredible smokejumping video clips at http://www.spotfireimages.com/