§1. The Gulf of Mexico pipe defect [00:02]
We've talked a couple of times about ASTM A106, and I finally have the sample to discuss some of the hydrostatic testing — not the one that occurred at the oil refinery where they bought six hundred lengths of pipe. If you remember, ASTM A106 for a piece of pipe allows hydrostatic testing. You can pressurize the pipe with water to fifty, sixty, seventy percent of the yield strength of the material. If it doesn't burst open, it's good. That's actually called proof testing. If you do it on every piece of pipe, which they do according to ASTM A106 — you have to do it according to the standard unless you as the purchaser say you don't want it, and then they have to mark it that it hasn't been done. Most of the pipe gets done.
The alternative to hydrostatic testing is the standard approach: you can specify the pressure you want, and typically you might specify a pressure that's 25 or 50 percent above your expected operating pressure. So if you're going to operate it at a thousand psi of gas, oil, whatever, you might test it at 1,500 psi. If it survives 1,500 psi, it's unlikely to fail at a thousand psi, because you over-stressed it by fifty percent. If you go through fracture mechanics, a fifty percent over-stress — fracture mechanics goes as the square root of the crack length — is about a factor of two safety. If there is a flaw there, you should have detected it within a factor of two safety factor.
Anyway, this is a story about a pipe that went through an American steel mill. It's a seamless pipe, so it could have been sold under ASTM A106. I don't remember if it was. It could have been sold as an API pipe — they have standards for pipe — and in fact, as I think about it, I know it was sold as an API pipe. But it's actually the same pipe coming out of the same mill, made the same way; it's just a question of which standard they measure it to. The standards are uniform enough between API and ASTM that whatever the mill has out there in the yard will probably meet both specs, and so they can sell to either one. Sometimes people want it to meet both specs — if you want to pay extra.
This is seamless pipe, so they take a big piece of steel and they heat it up to about 2,200 degrees Fahrenheit. It melts at 2,500 to 2,600, so it's not quite white hot but very yellow. They take a cold mandrel and just push it right through there. It's pretty interesting to see. The mandrel is about 60 feet long, and you end up making a piece of pipe that eventually, after you cut off the ends, is about a 40-foot length of pipe. This was, I think, six-inch or eight-inch in diameter. You can get them 20, 30 inches — well, probably 20 inches is the largest for a seamless pipe. If you get much above 10 inches, it becomes cheaper to roll it and weld it — make welded pipe.
To test it, they grab it with these automatic jaws at each end. They fill it with water and do both the non-destructive electric test and the hydro test on all these pipes — it's easier to manufacture that way. Except for the last 18 inches where they grab it, they have an automatic ultrasonic test through the water to see if there's any defect in the pipe. Since they can't measure the last 18 inches, they have a bunch of lowly paid employees — most of them can't speak English as a first language — doing magnetic particle testing by hand. You've got an ultraviolet light, and you magnetize the pipe by putting electric current through it. If there's a flaw, it'll have a magnetic anomaly, and you put magnetized iron oxide powder, magnetite, in there, and it fluoresces in the black light, and you see if you have a flaw. These guys have little plastic tubes that have some of the powder, they pour some in, look with their light, and they do all this for a second and a half. They're used to doing this all day. It's pretty boring work, it's not automated, and sometimes people will miss something. They're checking the last 18 inches of pipe.
Student: [inaudible question about magnafluxing]
Magnaflux — they magnaflux the outside. They also magnaflux the inside. The outside is easy to magnaflux.
Student: [inaudible follow-up]
Through the thickness there can be flaws, but they're going to hydrostatic test this later. It keeps going down the line, and they do a hydrostatic test at whatever pressure they want. Still, the ends are the problem, because even in the hydrostatic test you have to grab it by the ends and make the seal. Sometimes people will cut off the ends, but most of the time they don't after they've done all this testing. Sometimes the problems occur at the end, and at this oil refinery, the leak they found was on the end. All this other testing — stress test, hydrostatic test, magnetic particle on the end, ultrasonic in the middle — has a high probability of finding something, but the probability is never one. There's always something that might get through. Out of these 600 pipes at this oil refinery they were building, they found one pipe and they condemned all the rest — all 599 brothers and sisters — and said we want our money back. Which was not the appropriate way to handle that problem.
But this other pipe got through the mill. First of all, they took off all the identification, because they wanted to coat it. This was going to be buried in the Gulf of Mexico, so they coated it for corrosion resistance — sandblasted it, applied epoxy paint and coating on the outside. Then they buried it in the Gulf of Mexico. This was a pipe to bring oil from a production platform onshore, so they didn't have to have ships shuttling back and forth full of oil. When they pressure tested it in service, they were actually testing at like 3,400 psi rather than the 3,500 they had done at the mill. It started to leak. The problem is, it costs a lot more to repair it when it's buried a couple hundred feet, or a couple thousand feet, down in the Gulf of Mexico. In which case it might have been cheaper to abandon the whole pipeline that you just built at a cost of fifty million dollars. This one only cost five million dollars to recover the pipe and replace it after it had been buried. So people weren't happy and they sued each other.
When they got it up — here's the defect, I'll pass it around. [Tom passes the pipe defect sample around the class.] You can see this gouge. If you look at it and think about it, how could you form something like that? What happened is, the steel mandrel that pushed to make the tube probably had a fatigue crack on the end, and a piece broke off inside as it was piercing it, and just rolled that piece of cold steel into the hot steel. We confirmed that. We cut out a little section, did some metallography, and found it was decarburized on the surface, which means it had to have been hot at some point in its life. The only time it would've been hot was when it was being pierced. You get decarburization at high temperatures because you're burning the carbon out of the steel. So we knew it was a steel defect.
However, that goes through more than eighty percent of the wall, and some people said it couldn't have been present at the steel mill, because how could it support the stress? 3,500 psi was like 50 or 60 percent of the maximum capability of that pipe. Well, it turns out it's not oriented in the proper orientation. It's not infinitely long. The calculation those people were doing assumes you have an infinitely long, perfectly axial crack. If you do a finite element analysis on that flaw, you'd find it would take right around 3,500 psi to fracture it. So a more sophisticated stress analysis says it was right on the edge. If it had been a little bit bigger, the hydrostatic test would have found it at the mill and it never would have been shipped. If it had been a little smaller, it'd be in service in the Gulf of Mexico today. It just happened to be just the right size to fail at just the wrong time in the second hydro test.
The company that had manufactured it is doing everything to say, well, it's not our pipe, you can't prove it's our pipe. You eliminated all the identification when you coated it down in Houston. You took off all our markings. A piece of steel's a piece of steel, no one can tell the difference. Well, not exactly. It turns out even in carbon steel there are probably about ten different elements that are markers. What are the elements in steel? Carbon, manganese — iron is not the easiest to tell the difference because there's a lot of iron in all steel. Carbon, manganese, silicon, sulfur, phosphorus — which are impurities. There might be some residual nickel or copper. It's a whole bunch of things, probably eight or ten.
[Tom holds up the 1984 American Iron and Steel Institute report.] This is a 1984 issue from the American Iron and Steel Institute. Not that you need to read this, but it started out in September '74, and in 1984 they updated it: The Variation of Product Analysis and Tensile Properties, Carbon Steel Plates and Wide Flange Shapes. This wasn't a plate or wide flange shape, but it is carbon steel, and product analysis is how much variation you have in different things like the carbon content. The steel companies looked at different levels of carbon, different thicknesses of product, hundreds and thousands of tests, looked at the statistics — here's the standard deviation, and it's 0.15 percent carbon plus or minus five to seven thousandths on the carbon. So there's a distribution for the carbon content.
If you look at that Gaussian distribution for carbon, another one for manganese, another for phosphorus and sulfur and silicon on the next page, and you keep going — and we didn't just use this one source — the steel composition is actually a fingerprint. We knew what the heat analysis was at the steel mill, as reported by the steel mill, for this amount of pipe they purchased. We compared that, and we showed that within one chance in a hundred million, this had been made at this plant and conformed to this heat that had been purchased by the oil company from the steel company. So that argument went away. When you start getting down to statistics of one in a hundred million, most people say that's pretty good insurance that it really was the same piece of pipe.
Then we got into the argument of how could it have passed the hydro test. It passes the hydro test because it was just the right size. This was the mama bear crack or defect. If it had been a daddy bear or baby bear, it would have been okay. So that's another case study of hydro testing — what can go wrong and what can go right. You never have one hundred percent assurance on anything. When you're manufacturing, you try to do the best you can, but there's still going to be mistakes that get through.
§2. Safety factors in codes [14:46]
Let me spend a little bit of time just talking about safety factors. Dr. Belmar has been talking about it, but I wanted to go over some of the typical types of safety factors and where they come from. If we look at structural welding code AWS D1.1, which is bridges and buildings — for buildings the safety factor is 1.67. That's historical. People found for statically loaded steel structures 1.67 is a good number. For bridges, it's a different chapter in the code because bridges are fatigue loaded — it's 2.0. We mentioned the other day, at the end of Dr. Belmar's lecture, he put up this stress-strain curve for fatigue. This is stress versus log of cycles, and it comes down like this. When you get to about fifty percent of your yield stress, essentially the fatigue life in steel goes out — we call it the fatigue limit, and the life is infinite in fatigue. That's why if you have a 2.0 safety factor and you never go to more than half of your capacity stress, your yield strength, you shouldn't get fatigue cracks, all other things being equal.
For welds, the safety factor is 3.3, and that's again historical. You're going to produce defects in welds, welds are located at the most highly stressed locations — the corners, they create notches, toe of the weld, things like that. People found a safety factor on the weld is usually sufficient that you won't get failures of the weld, unless you have really big defects. So this is experience. The bridge and building factors you can look at on a stress-strain curve; the weld factor is experience. That's where they come from.
The problem with these buildings — Dr. Belmar was talking about the tongue on his trailer, and he said he wanted to make it 15 feet long rather than 12 foot long, but he wanted to keep the weight way down. So he shaved it down and made it a smaller beam in the last 3 feet to take some weight out of it. He also mentioned, in passing, he put a doubler plate back where the beam is welded to the crossbar. That's because you have more stress there — the maximum bending moment. The stress concentration where the beam connects to the crossbar gives you higher stress. So you put a doubler plate on top and you strengthen it there.
Back in the early to mid '80s, the people who made prefabricated buildings decided that computers were getting good enough that civil engineers could design beams and put doubler plates on beams. So if you've got a roof joist, and it has stiffeners in between, out where you have your maximum bending moments you need more thickness than you do at the ends where it's right on a support. You don't need the same depth — this is where it's going to be supported on a column, you don't even have to have the big depth that you get for stiffness of the supports when you're right next to the support. The big bending moments are right in the middle. If you put weight on this, you'd see it sagging most in the middle, and that's where you need extra metal. You don't need as much metal at the ends. But for years we've been making beams uniform thickness and length because that's how they come off the rolling mill. Even when they built these beams up, that's how they did it. But with automated cutting technology, we could cut all kinds of shapes in the computer without a lot of labor. With improved welding procedures, we could weld it together, and they decided they could start designing these beams for minimum weight and meet the 1.67 safety factor.
So the real safety factor in the past was not really 1.67 that we developed our experience on. In most cases it was more like a 2.0 safety factor even for buildings, because we were always using more material than we really needed to. But these guys decided, okay, we're going to calculate exactly how much steel we need and put it where we want, and we can get thirty percent of the weight out of these things. That's a huge profit, to get a lot of your steel out. So that's what they started doing. The problem with computers in the mid-'80s — an IBM PC might have a twenty megabyte hard drive. Now we talk about a terabyte. I just bought a terabyte for a hundred bucks. I remember my original 10 megabyte hard drive on a DEC, Digital Equipment, PDP-11/23 in the late '70s, it was this big around. So things had improved quite a bit, but by the mid-'80s they still didn't have enough capacity to do things that weren't symmetric. They designed everything as if the building was perfectly erected.
Everything was fine until the big snowstorm of 1988 I think it was. They had a huge snowstorm, it was the storm of the century, and it came right up through Princeton, New Jersey and stuff. Buildings were collapsing all over New Jersey and eastern Pennsylvania, because they had bigger snow loads than they were used to. Snow loads had been built up from historical experience: one little township might have a 28 pound per square foot snow load, another one might have 35. It depends on how much snow they got in their local region. Those standards are almost by township. People start getting in arguments about, well, we exceeded the snow load, oh no we didn't. But what really turned out in a lot of cases is these things had been designed to 1.67, which is what the code said. But the code had been built up at a time when you couldn't do all this optimization, and the real standard was actually significantly greater than 1.67. So today with computer technology we've shaved the safety factors down to the bare minimum — the bare minimum that was built up where it was just a guideline before, and we always exceeded it by twenty, thirty percent. We've been shaving the guideline all along.
What happened with AWS D1.2, the aluminum code: the metallurgy of aluminum is much more complex, they have heat treated alloys. Steel has heat treated alloys, but mostly we're not heat treating fancy steels for structures. The aluminum structural welding code has safety factors of 2 to 4 depending on the alloy. That's why that Aluminum Design Manual — someone asked me one day, and I happened to have the old 1997 AWS D1.2 and the smaller 2003 version. But in between there was the 2000 Aluminum Design Manual, and it's that thick. [Tom indicates thickness with his hands.] Because of all these changes — they used to have big safety factors, now they're getting so specific that there's a different safety factor for each alloy or each group of alloys. This is one of the reasons codes and standards are proliferating in size.
Fatigue strength: there is no fatigue limit for aluminum alloys. In aluminum alloys, the curve doesn't become horizontal, it just keeps going down. They've measured it out to 10 to the 8 cycles. I've seen some data going out to several times 10 to the 8th cycles. Start figuring out what 10 to the 8 cycles is in seconds — there are about 8,000 hours in a year, so about 10 to the 7 seconds in a year. If you go 10 to the 8 cycles, that would be a 10-year fatigue test at one cycle per second. When they do these tests they actually do it in a very high speed vibrating machine, and they might do it at a hundred Hertz. The problem with doing a fatigue test at 100 Hertz: you're putting enough elastic energy in there that you have to be careful you don't overheat your sample, and now you're doing a hot test rather than a room temperature test. But nonetheless, there is no fatigue limit.
§3. Aircraft lifetimes and shipbreaking in Bangladesh [25:43]
This is a problem for aircraft and other things. Typical lifetime on a commercial aircraft is a hundred thousand hours. You park it in Arizona after a hundred thousand hours. It's full of cracks. Hopefully none of them have propagated to crash it, but you don't want to keep flying it, and you can't afford to repair it. You leave it there for spare parts or for whatever reason. You don't do that with ships. What do you do with ships? We used to sink them, but there's too many PCBs down in there with all the other stuff. What do we do with ships? They take them to Bangladesh and run them aground. They literally run them aground on the beach, and all these little Bangladeshis go out with acetylene torches and cut them up. Why? Because they're full of asbestos, and we couldn't even begin to cut up and recycle that ship in the United States because of the asbestos standards. But in Bangladesh they have no asbestos standards, and frankly it's almost a crime what's going on.
I've read that a lot of people who work on those things live for three years, because it's not just asbestos. They're cutting through steel, and they might get crushed because they don't have a lot of safety — somebody else is cutting something over here and all of a sudden you have 20 tons fall on top of you. The other thing is they're cutting into old pipes that have chemicals and all kinds of things in them that had been carried in those ships for 30 years before the ship was ready to recycle. We tend to export our problems, our environmental problems, and that's one. There's a National Geographic thing about this, but I knew about it before. They find a beach in Bangladesh — not any old beach — but they put the motors on and head toward shore, and it just beaches there. People come out with their little acetylene torches and cut it into little pieces, and they recycle the steel and the asbestos and the sickness.
§4. Pressure vessels, bridges, and the Allegheny River crack [28:14]
The boiler pressure vessel code has fatigue limits. It also has — it depends on alloy, but typically it's 2.25. Most of these are statically loaded structures. Why do they have a higher safety factor than AWS D1.1?
Student: [response — consequences of failure]
Yes, the consequences of failure of a pressure vessel are usually much more severe than the cost of a crack in a bridge or a building. When I first started, young faculty member here, there was a big brouhaha in the Federal Highway Administration because some tugboat captain who was going up and down the Allegheny River in Pittsburgh noticed that, when he went down the river, the crack in the interstate highway bridge he was going under was shorter than when he came back up. It was getting longer, noticeably longer. And when they got to it, it was like nine feet long. He could see it from 20, 30 feet away. This was not a small crack. They ended up closing the interstate highway until they got out there to fix it. It created a lot of consternation. But fortunately bridges tend to be redundant structures.
I had one in New York City once. It was the underpinning of a 20-story high-rise that — if you come into New York City on the George Washington Bridge, you go underneath some buildings. I got to be right up there above the highway, because they found a nine-foot crack in an 8-foot beam. The bottom flange of the beam had cracked, the whole web at flat crack — it was basically only the top flange holding this together. It was sort of an interesting area of New York City. I remember being dropped off there by the cabbie, and he just buzzes away, and I'm sitting there with my camera bag with five thousand dollars worth of equipment, and I look down and see all these little capsules, empty capsules, on the sidewalk. I decided that's why the cab driver got out of that area so quickly. And here I am, not looking like one of the natives, carrying five thousand dollars with the camera.
They take me down to look at this crack underneath the building, and they were banging things as we went. I said, what's that for? He said, scare away the rats. Oh, this is good. That's who lived down there. So we got to the crack, and then they told me the story that when they discovered it, they had a meeting of all the tenants — this was an apartment building — and they discussed that there was no danger but they were going to close off the highway in that particular area and those lanes right underneath there until they could fix the crack. And the only question they got after the tenants' meeting was, where could they go get some of that crack in the basement.
So there's some interesting things when you go on these inspections. Nonetheless, the boiler pressure vessel code: if something blows up, it can be serious, and depending on the amount of energy stored and the alloy, this factor of five safety on the pressure design is for ductile cast iron. Castings tend to have larger flaws than other things, so a bigger safety factor — just like welds have more defects, larger defects than the base steel. This is for a cast vessel. This is for a welded vessel with certain levels of inspection. Sometimes your safety factor, if you want to save on inspection cost and only do ten percent of the vessel, you have to design to a different safety factor than if you do one hundred percent inspection. It's a question of what's the variability, what's your knowledge of the population of defects.
§5. OSHA, levees, and the X-33 [32:54]
The other safety factors: OSHA, for man-rated equipment like scaffolding and ladders, it's a safety factor of four. Why do you need a safety factor of four? You only need a safety factor of two, but if someone falls — the consequence — if someone falls from four stories, it's not a good day. OSHA basically requires that anything man-rated, like the scaffolding going up the Great Dome behind there right now, has a factor of four safety on whatever loads are going to be placed on there. Why? Actually that stuff's in pretty good shape, I walk by it every morning. But I've seen scaffolding where they dropped an I-beam on it, and the beams are bent like this before they even put them up there. There's a lot of wear and tear on scaffolding that gets taken down and put up. So they have bigger safety factors. Why do you need a bigger safety factor on a ladder? Because people don't mount the ladder on a flat surface, they kind of tilt it, and therefore the stresses are higher than what they designed it for. You have to assume that people are going to do things that are not that smart.
The New Orleans levees — someone may have mentioned that, because I pointed it out. Did he tell you what the safety factor on the levees is? It's 1.3. And frankly the levees didn't fail in New Orleans because the safety factor wasn't strong enough. They got breached over — they got washed away from the top. My grandfather in the 1880s was building levees in New Orleans.
The X-33 spaceplane — I didn't bring the piece but in some of the other lectures you'll see it. That's one of mine. It's a piece of composite material. They originally designed it for a 2.0 safety factor. It turns out they had a manufacturing problem and they knew they had some flaws that were not half an inch in size, they could have been three or four inches in size. So they sharpen their pencils, because they have these $225 million vessels, or maybe it was $250 million vessels — I just remember the 15 million number. They didn't want to declare them junk. That would not be politically a good move. They sharpen their pencils and said, oh well, we don't have a factor of two safety, we have a factor of 1.05 safety, so we can put them in test. This is for the liquid hydrogen tank for the X-33 spaceplane. And as long as we pass the test, it'll be fine and we can fly the darn thing. Unfortunately they put them in test, and it probably wasn't 1.05, maybe it was 0.95. They failed in tests in Huntsville, Alabama. So people will play games with safety factors. That's an example of a political game: oh yeah, we still got a safety factor. I've never known anyone who designed something with a 1.05 safety factor.
§6. The Twin Towers and Northridge [36:17]
Student: [inaudible question, ~30 seconds]
Not necessarily the safety factor, but the design rules. For example, the Twin Towers were built to a safety factor 1.67. They were designed to survive an airplane impact, and they did. It was the fire afterwards. They were designed to survive fires, small fires like the combustibles in the room. They weren't designed to survive 20,000 gallons of fuel on one floor all at once. You can see some pictures where the whole floor is glowing red, and all the beams everywhere were getting weak, and eventually they just started pancaking and going down. What they tightened up after the World Trade Center was not, well, we've got to start putting more steel in buildings — you can barely afford to build the buildings anyway. If you double the steel, you've got to make not just the steel but the windows, everything else goes up in price.
Those were some of the arguments right after the World Trade Center. Everybody said, oh, we've got to build stronger buildings. I said, yeah, and if you only want one percent of your population to live in a building because they're the only ones who can afford it, then that's one choice. But maybe the choice would be something else. So what they did is they improved the standards for design of egress and public announcements to tell people to get out of the building. A lot of people stayed in the building for an hour waiting to see what was going to happen, and it was a little late to get out at that point. If they had called the alarm and said get out now, they would have lost fewer people. Although most of the people they lost were on the floors above. Why did they lose those people? Because they had a no-fly zone, and no helicopters could go and get those people off the roof. When they said for national security nothing's going to fly, that meant the rescue vehicles couldn't rescue those people off the top of the World Trade Center. Most of the people who died were up above the floors that were burning.
Another example: the Northridge earthquake, which I think was early '80s in Los Angeles. They had a fairly major earthquake out there. They didn't increase the strength safety factor. What they increased was the toughness safety factor. Buildings that were supposed to be statically loaded structures, all of a sudden became dynamically loaded structures — the building swaying in the breeze. I don't know if any of you have been in a tall building and felt the building swaying in the breeze.
Student: [response — surprise/skepticism]
Just from wind — go up to the Pru, I've been on top of the Pru, and you can — well, that's the elevator swaying back and forth. But I went to the Sears Tower once, and if you stood there on the observation deck on the 100th floor of the Sears Tower in Chicago, if you just stood still, you could slowly feel the building has a natural frequency that's only a few seconds, like three or four seconds. I went into the restroom on the top floor, and you could see the water sloshing in the toilet. It's moving. If you've ever been through an earthquake, it has a frequency a little higher than the swaying of the building in the breeze. At those frequencies, sometimes the foundation, the soil, can turn to jello. If there's enough moisture in the right type of soil, it can just turn to something that's like jello, and things can come collapsing down.
People have designed things for this. I got an email just yesterday or the day before from some guy in Seattle who wanted to know what he should do if an earthquake struck. He's in a high-rise building in Seattle, he wanted to know if it was safe. I said, well in Seattle it probably is. In certain other parts of the world it may not be, because they don't have the same types of building codes. There were earthquakes in Chile — was it Chile? They lost a lot of people with the magnitude nine earthquake. Japan had another big one, and the Japanese didn't lose anywhere near as many people. But they did earlier than that. There was a 1907 earthquake or something in Tokyo, that was a big firestorm. We had one in San Francisco in 1912 or whatever, and it wiped out San Francisco. They had fires afterwards, and that's when we started our building codes for earthquake protection.
What happened in Northridge in Southern California in the early '80s is they had fractures. No one died — well, I wouldn't say no one, there might have been some home or concrete structure that fell down on a couple of people, but the number of people who died in the Northridge earthquake from anything collapsing was probably less than 100, probably less than a couple of dozen. In San Francisco, the Oakland Bay Bridge, actually a section of it collapsed, but I don't remember any deaths from that. It's a question of how we know how to design for an earthquake. What we didn't realize in Northridge is that when these things start swaying as rapidly as they were — not as rapidly but as far as they were — they started getting brittle fractures because of impact loading. So they have updated the building codes dramatically. They went through two iterations since Northridge. Instead of the old beam formulas, which is what we did for a hundred years, they now have load factor resistance design, LRFD. It's a whole new way of doing calculations, and it's nice if you have a computer to do them for you — it's a more sophisticated way of calculating loads.
They had whole buildings they had to condemn — big buildings, not because anyone got hurt and not because anything collapsed, but they had some of the connections that had completely broken, and some of them they could fix and some of them, it was cheaper to tear the building down. So we do improve things, but it's not always the safety factor we're improving. To answer your question, we look at what the real cause is, and we figure out what the least expensive way to fix it is. Hopefully.
§7. Probabilistic fracture mechanics [44:04]
Student: [extended question, ~45 seconds, likely about probabilistic methods / uncertainty]
It is uncertainty. He was giving you some stuff — I saw his overheads before he did, from a book on safety factors in design or something like that. It goes through a big probabilistic thing. Remember he had that three-dimensional Gaussian picture. People are now trying to apply statistics to safety factors. Right after World War II, in the Liberty ships, we knew about fracture mechanics. But the big thing in the early '50s was probabilistic fracture mechanics. You took your deterministic — you can calculate the fracture mechanics, the fracture toughness has to be greater than the stress times the square root of pi times crack length. We've known that since 1925, and that's a deterministic formula. You can plug the numbers in and you get, is this greater than that.
But people started thinking that designing things and having a whole fleet of aircraft is really a situation of probabilities. So when people look at safety factors now, they're saying, well, we should do some probabilistic design. The thing is, now you're taking something that was very simple — do I have a safety factor of 2 or 1.67 that even you and I can calculate — and now you have to hire a PhD in statistics to tell you what your safety factor is. Well, it's good for the statisticians — full employment for the statisticians. It is useful for calculating, estimating your reliability, probability of failure. But it's still the problem of: we can talk about the probability of being hit by a car crossing Mass Ave, and that's fine to talk about probabilities, but if you're the one hit by the car, it's a hundred percent. A lot of this probabilistic safety factor stuff to me is just taking something that's simple enough to be understood and used and turning it into something that's too hard to use. That's a personal opinion.
We do get more sophisticated about it. My best friend when I was five and six years old living in Atlanta, Georgia was from Norway. He showed up in my office about 15 years ago, because I have an unusual spelling of the last name, and somehow he had come across me, and he was in Boston, and he showed up. I hadn't had contact with him since I was 10 years old. We started talking. I knew his father worked at Martin Marietta where they made the C-5A and did all this Air Force stuff. His father was brought from Norway about 1950 because he was one of the world's experts in the new field of probabilistic fracture mechanics. When he was working on it in the early 1950s at Lockheed Corporation in Georgia, it was all classified work. This is something the Air Force was trying to figure out, the probability of whether the planes could fly. I'm not sure if most of the pilots would feel good about knowing they have a probable chance of flying — unless you're a test pilot. Those guys, that's what they are, that's what it's all about: the probability of whether you're going to have the same number of takeoffs and landings, or controlled landings or whatever you want to call it. That's what test pilots are all about.
So I tend to lowball, if that really answers your question. It tells you my cynical view about trying to complicate a simple concept and making it so complex that few people can understand it. It's sort of like the tax code. Who understands the tax code? It's so complex.
In any case — Dr. Belmar's going to give his last lecture on Tuesday, and I have enough things I didn't talk about today that we'll go ahead and have class on Monday and Tuesday. Those would be the last two classes. If you haven't told me which modules of the next two modules you're going to study for the class — Marissa, I'm not sure you gave me that. And Steve, I'm not sure you've given me. There's two things I need to know: which modules of the next two modules you're going to study for the class.
Student: [response]
Yeah, you give one presentation in—