[HN Gopher] The most expensive number in engineering
       ___________________________________________________________________
        
       The most expensive number in engineering
        
       Author : as89
       Score  : 262 points
       Date   : 2021-05-31 16:34 UTC (6 hours ago)
        
 (HTM) web link (surjan.substack.com)
 (TXT) w3m dump (surjan.substack.com)
        
       | bjt2n3904 wrote:
       | Obligatory Calvin and Hobbes comic:
       | https://www.gocomics.com/calvinandhobbes/1986/11/26
        
         | dhosek wrote:
         | Calvin's dad is my role model as a father. My 7-year-old
         | children believe that in the past the world used to be black
         | and white.
        
       | aetherspawn wrote:
       | I used to work for a place that built fast cars. We had a mate
       | that used 5.0 or more for the factor of safety everywhere.
       | Everything he designed was about 30% heavier than it needed to
       | be, but we could easily adapt his parts for prototyping because
       | it never mattered if you drilled a hole through the middle or cut
       | them in half. They were plenty strong and reliable.
       | 
       | We called this the "Factor of Lloyd" and we had a few sayings
       | about it.
        
       | GCA10 wrote:
       | I'm liking the Robert Norton chart about 2/3 of the way down,
       | showing how safety factors need to be adjusted quite radically
       | once we think about how reliable or rickety our estimates might
       | actually be.
       | 
       | Particular kudos to thinking harder about whether we've truly
       | tested the actual environment where our product might be used.
       | 
       | I wish social scientists would do the same in controlled studies
       | of human behavior -- which are then extrapolated to the ways that
       | people make real-world decisions. A particularly vexing examples
       | involves the way that psychology students make decisions in short
       | experiments involving small amounts of money or other rewards.
       | (Endless variations on the "marshmallow test," etc.)
       | 
       | Knowing what a college student will/won't do for a whimsical $5
       | reward says almost nothing about how an adult on the brink of
       | poverty will balance bigger, more difficult decisions. Yet we
       | apply a 95% confidence level to the college-student experiment
       | and think we've learned something about the power of all
       | financial incentives
        
       | jvanderbot wrote:
       | The factor of safety probably doesn't have a specific definition
       | because it's application and part specific. Its an axiom like the
       | 5-sigma rule not a property of the system.
        
         | iab wrote:
         | Exactly, it buffers against modeling inaccuracies
        
       | BurningFrog wrote:
       | I'm sure engineers across geography and time all use a Factor of
       | Safety.
       | 
       | I'm almost as sure that everyone keeps using the number people
       | used before they joined the profession. Because if you decide to
       | lower it, and a disaster happen, you are in very deep shit.
       | 
       | So once set, the number will tend to stick until forced to change
       | by something extraordinary.
       | 
       | Which makes me very curious about how the number varies between
       | independent domains. Do Japanese, Norwegian and US bridge
       | builders all use the same number? Do builders of bridges,
       | skyscrapers, and dams use similar numbers?
       | 
       | The answer would tell us something about how arbitrary these
       | numbers are.
        
       | victor106 wrote:
       | Reading this it seems like something like this could be used for
       | software estimates as well?
       | 
       | Bake in a factor of safety into your estimates depending on the
       | type of work, the track record of the team that's doing the work
       | etc
        
         | rossdavidh wrote:
         | I have seen attempts at it. One is to multiply your estimates
         | by the number of different pieces you're estimating. So, if you
         | have estimated for three different pieces, multiply those
         | estimates by 3 when deciding how much the whole thing will
         | take. If you have estimated for five different pieces, multiply
         | the sum by 5, etc. The idea is that the more estimates you have
         | made, the more likely that at least one of them will "blow up"
         | and take far longer than expected.
         | 
         | Generally speaking, though, software is far less advanced than
         | civil or aeronautical engineering in this kind of thing.
        
       | iscrewyou wrote:
       | Factor of Safety or F.S. for short was something us civil
       | engineers were taught to never forget. You got grades deducted if
       | you solved the problem correctly but forgot to include it in the
       | very last line.
       | 
       | It makes sure we calculate the loads correctly and use
       | appropriate materials. You can't fix a bad design.
       | 
       | The Arkansas bridge that has been in the news lately probably
       | would have collapsed if it wasn't for the F.S.
       | https://www.ardot.gov/divisions/public-information/40-ms-riv...
        
         | unethical_ban wrote:
         | Aren't all the major bridges in New York built with ridiculous
         | safety factors? It's why these century old bridges built for
         | carriages and small trucks in a city of a million, can deal
         | with 2021?
         | 
         | It's fascinating to me, and I feel like over-spec'ing certain
         | chokepoints in infrastructure makes sense like this.
        
           | firebaze wrote:
           | The funny thing is a safety factor is a factor after all.
           | Just one needs to be small enough, and the whole construction
           | (pun intended) may collapse in the worst imaginable manner.
           | 
           | This happened recently in Italy:
           | https://www.bbc.com/news/world-europe-57219737. "Engineers"
           | didn't consider the safety brake essential (i mean, why do
           | you even need it?), and Murphy took his chance.
        
             | boulos wrote:
             | That was the original article which didn't have the cause,
             | and I hadn't seen that they'd decided it was disabling the
             | brakes [1]. A couple days ago it was "not sure which was
             | first: support cable snap or emergency brake".
             | 
             | It seems like they've decided that the support cable was
             | functioning after the main cable broke.
             | 
             | [1] https://www.nbcnews.com/news/world/blame-italy-cable-
             | car-dea...
        
           | hypertele-Xii wrote:
           | Then there's the factor that, in the times such a bridge was
           | built, having it collapse would've been a larger catastrophy
           | than today. Today, we can quickly fix things and build
           | another. In the old times, that bridge might've been the only
           | bridge making trade at all possible and it might've taken
           | years to stack stones.
           | 
           | An unnecessarily strong castle takes you more time and
           | resources to build.
           | 
           | A slightly too weak castle means you die, your family dies,
           | and you lose all wealth and power.
        
         | whatshisface wrote:
         | > _It makes sure we calculate the loads correctly and use
         | appropriate materials._
         | 
         | No, it make sure that nobody dies when you calculate the loads
         | incorrectly and use inappropriate materials.
        
           | rossdavidh wrote:
           | I think the idea is that, if you calculate the load
           | incorrectly enough, or use inappropriate enough materials,
           | the safety factor will not save you. But, if you have done
           | those things correctly, then the safety factor should be
           | enough to save you from normal unknowns, unexpecteds, etc.
        
             | Gibbon1 wrote:
             | Yeah four things going on.                 Design errors
             | Probabilistic nature of the loads applied.       Material
             | defects       Fatigue       Deterioration
             | 
             | All structures have a service life and it's the service
             | lifetime an experienced engineer is trying to hit.
             | 
             | For the impeller in a rocket turbo pump the service life is
             | like 5 minutes. For the impeller in a hydro electric dam
             | it's 50 years.
             | 
             | The other thing that one of my professors pointed out was
             | that 80% of engineers end up designing once off designs.
             | Where the NRE cost is a lot more than the material costs.
             | Shaving the safety factor is false economy.
        
               | wiredfool wrote:
               | Fabrication errors. Off by one errors.
        
           | wiml wrote:
           | Also helps when management decides to defer maintenance for a
           | decade or two and someone drives a truck over it that's just
           | a _bit_ over the weight limit what could it hurt?
        
             | whatshisface wrote:
             | Perhaps implicit institutional knowledge of large safety
             | factors is why management feels safe deferring maintenance.
        
           | iscrewyou wrote:
           | Can't tell if this is sarcasm.
           | 
           | Because of goal of civil engineering is building man made
           | objects with public safety in mind.
        
             | zdragnar wrote:
             | Another way to look at factor of safety is margin for
             | error. Implementation variance, material variance, etc can
             | all go wrong if something is designed to be _exactly_ safe.
             | 
             | You need to _know_ that something is redundantly safe, and
             | which parts.
        
               | LegitShady wrote:
               | Material variances are included where the capacity is
               | calculated. materials with hIgher variance like concrete
               | (implementation variance) and wood (material variance)
               | get their capacity lowered more than more consistent
               | materials like steel.
               | 
               | The factor of safety is above and beyond material
               | variance. You calculate the worst case load combinations
               | for that component, then you check your factor of safety.
               | Civil engineering is relatively conservative in its
               | estimations for everyone's safety.
               | 
               | In my experience serviceability requirements (like
               | reducing uncomfortable deflections that dont threaten the
               | safety of the structure) often govern, rather than the
               | ultimate capacity.
        
       | mp3k wrote:
       | "You can always be thinner"
       | 
       | https://www.youtube.com/watch?v=7PphbSFZWuU
        
       | a9h74j wrote:
       | (To the OP title: More expensive than disaster?)
       | 
       | Many comments here relate more to one-off design. There is also
       | the medium-high-volume manufacturing end. There, a prototype run
       | might be in the dozens or hundreds of units, more than the entire
       | manufacturing run in other heavy industries.
       | 
       | As the OP hints, "safety factor" is not the only term to use. A
       | _design margin_ (including reduction in margin) can be planned
       | with one or more motivations: safety, reliability, weight,
       | volume, reduced BOM costs, unit costs of repair, fleet costs of
       | repair, logistic and warehouse costs of parts for repair, planned
       | obsolescence, and so on.
       | 
       | Probabilistic design, also realized through "Monte Carlo"
       | analysis, can take into account multiple simultaneous non-
       | linearity in various models, where symbolic or formula-based
       | analysis might fail.
       | 
       | For example (and roughly speaking), if one has millions of miles
       | of over-the-road data, say of wheel-to-road forces or geometric
       | road or track profiles, then one might manage to calibrate the
       | following together: 1) a specific vehicle physical model,
       | including parts tolerances and probabilistic discrete flaws; 2)
       | material cycle-fatigue damage properties; and 3) some set of
       | Weibul-distribution-like parameters as an intermediate in
       | predicting failure rates and "lifetimes." .. AFAIK the kind of
       | business analysis one might do could include predicting how many
       | parts one should overproduce and warehouse (in a one-time batch)
       | to service in-warranty and post-warranty repairs out to N years.
       | 
       | At that scale it can also become sociological. "Safety margin" is
       | a loaded term when it comes to liability and imprecision in
       | intent. _You reduced the safety margin, as it says right here?!!_
       | 
       | Not a bad article, but there could be a whole article on
       | ramifications of different margin-related wording, high-N
       | statistics, and explicit accounts of simultaneous goals.
        
       | snowwrestler wrote:
       | Grossly increasing the factor of safety is a subtle way that
       | science fiction stories connote a feeling of very advanced
       | technology.
       | 
       | For example in the JJ Abrams movie Star Trek Into Darkness we see
       | the Enterprise operating at depth in an ocean, then dramatically
       | zooming away into space. Then later another ship falls from
       | orbital height and plows through San Francisco without losing its
       | hull shape.
       | 
       | In Star Wars the Millenium Falcon is constantly doing things that
       | would seem to be outside a normal design for a spacecraft, and it
       | survives (aside from the radar dish).
       | 
       | Even as far back as the movie 2001, the monolith is made out of a
       | material that humans can't dent or cut. Why so strong? It's
       | basically just an automated radio.
       | 
       | The idea is: this advanced civilization has such command over
       | physical technology, that they can effortlessly engineer
       | unnecessary strength without losing any of their designed
       | performance.
        
         | im3w1l wrote:
         | I think we need to distinguish between must-have and nice-to-
         | have safety. To give an example, a car _must not_ sponaneously
         | disintegrate during normal high-way driving. That 's what
         | safety factor covers. If you floor it during heavy rain, and
         | start skidding, crash into a tree, then that's kind of on you.
         | Nevertheless the car will try to save you with abs breaks,
         | crumple zones and airbags and what not.
         | 
         | So the future you speak of is already kind of a reality with
         | cars. But maybe expressing it as a pure factor is the wrong way
         | to think about it.
        
         | djoldman wrote:
         | I wonder if the strength of the monolith isn't targeting
         | durability on the order of eons?
        
         | 05 wrote:
         | > For example in the JJ Abrams movie Star Trek Into Darkness we
         | see the Enterprise operating at depth in an ocean, then
         | dramatically zooming away into space.
         | 
         | Subverted in Futurama:
         | https://www.youtube.com/watch?v=7GDthiBGMz8
        
           | cardiffspaceman wrote:
           | What about a craft like the space shuttle? You have it
           | powered through the atmosphere by a set of powerful rocket
           | engines. The forces on its hull while it is accelerated
           | through the Atmosphere by rocket engines or gravity would
           | seem to be analyzable as atmospheres of pressure. So the
           | Enterprise and Bessie both need to be designed for more
           | atmospheres than 1.0, due to the fact that both ships
           | encounter gaseous environments while under acceleration.
        
             | vladTheInhaler wrote:
             | What your're talking about is called the max q
             | condition[1]. It's definitely a significant design
             | consideration, but I believe that the loading would very
             | different when the rocket is plowing through the air in a
             | particular direction, compared to an "equivalent"
             | hydrostatic stress applied uniformly over the surface, so
             | even though the structure might be fine with the first, it
             | wouldn't survive the second. For instance, think about
             | corrugated or honeycomb materials - they often have a
             | "strong" orientation and a "weak" orientation.
             | 
             | [1] https://en.wikipedia.org/wiki/Max_q
        
         | hef19898 wrote:
         | Back in the old Star Wars RPG from Westend Games, hull
         | integrity was amplified by ballistic shields that were always
         | on. Reason being, that hull had to withstand debris hits at the
         | rediculous speeds in space. Given the speed and energy, I would
         | assume kinetic impact would matter much. Pressure is different
         | so, as even the hardest space ship only has to hold 2 bar, give
         | or take, of pressure _in_.
        
         | tzs wrote:
         | > Even as far back as the movie 2001, the monolith is made out
         | of a material that humans can't dent or cut. Why so strong?
         | It's basically just an automated radio.
         | 
         | It's an automated radio that is supposed to operate unattended
         | for millions of years. You want a strong case for that.
        
         | UncleMeat wrote:
         | I don't think this is science fiction doing this to connote the
         | future in many of these cases.
         | 
         | The cars in the "fast" franchise also survive ludicrous damage.
         | The bodies of action heroes survive falls from ridiculous
         | heights and blows and stab wounds that would kill somebody with
         | ease.
         | 
         | This is more a property of action movies (and adventure movies,
         | to a lesser degree).
        
           | proggy wrote:
           | The loose industry term for this is "plot armor" [1]. There
           | is no explicitly stated reason for the hero(es) being nigh
           | invincible (be it person, spaceship, car, etc.). The only
           | reason why the character survives is that it has a reason to
           | continue existing for sake of the plot.
           | 
           | So yes, I suppose you can rationalize in your head that most
           | ships are made out of super strong materials in science
           | fiction, but unless that's clearly laid out, you may just be
           | rationalizing writer's convenience.
           | 
           | [1] https://tvtropes.org/pmwiki/pmwiki.php/Main/PlotArmor
        
           | glitchc wrote:
           | Seems disingenuous to lump a science fiction movie where the
           | focus is future technologies to an action movie with
           | exaggerated physics and lack of real damage. In action
           | movies, bad guys die with one bullet while the hero finds his
           | way to safety (and survives!) despite having 10 or more
           | lethal bullet wounds.
           | 
           | For the record, Star Wars is not science fiction nor has it
           | ever been portrayed as such. It's very much an action
           | adventure set in space.
        
             | UncleMeat wrote:
             | Three movies were referenced in the comment I responded to:
             | Return of the Jedi, Star Trek: Into Darkness, and 2001: A
             | Space Odyssey. Two of those movies are definitely not
             | focused on future technologies.
             | 
             | Many people call Star Wars "science fantasy", but I'm
             | extremely confident that this is used less frequently than
             | "science fiction" to describe it and I am absolutely
             | confident that I'd be able to find marketing copy by
             | LucasFilm or distributors describing it as science fiction,
             | even if that aggravates people who are really into more
             | cerebral sci-fi.
        
             | ben_w wrote:
             | > For the record, Star Wars is not science fiction nor has
             | it ever been portrayed as such.
             | 
             | FWIW this is literally the first time I've encountered
             | someone claiming that it _isn't_ science fiction.
             | 
             | ( _Soft_ SciFi, to be sure, but still: https://tvtropes.org
             | /pmwiki/pmwiki.php/Main/MohsScaleOfScien...)
        
               | gourlaysama wrote:
               | > FWIW this is literally the first time I've encountered
               | someone claiming that it isn't science fiction.
               | 
               | Well, there's Science Fantasy [1]: Jedi and the Force are
               | very much Wizards and Magic.
               | 
               | I've heard it called Space Fantasy, too.
               | 
               | [1]: https://tvtropes.org/pmwiki/pmwiki.php/Main/ScienceF
               | antasy
        
               | snowwrestler wrote:
               | A bunch of classic "golden era" science fiction novels
               | feature characters with unexplained mental powers, like
               | Asimov's Foundation series, Dune, Niven's Known Space
               | series, etc.
               | 
               | Those seem like obvious fantasy now, but from about the
               | 1950s through the 1970s, a lot of serious people believed
               | that there were undiscovered powers of the human mind
               | that science was on the verge of discovering or
               | confirming. Mental powers are therefore a common
               | anachronism of sci fi from that era.
               | 
               | Most science fiction stories are going to feature some
               | elements that are essentially unexplained and therefore
               | act like magic in the story. I think most folks would
               | consider 2001 to be science fiction but the powers of the
               | monolith are at least as crazy and unexplained as what
               | the Jedi can do.
        
               | dragontamer wrote:
               | And Vulcan are space elves, Klingon are space orcs and
               | Borg are space undead.
               | 
               | All of this stuff has inspiration from classical fantasy.
               | That doesn't change whether or not something is SciFi or
               | not.
               | 
               | There is an intersection of SciFi and Fantasy for sure,
               | and the line gets blurred. Artificial human stories can
               | be cyborgs, androids, clones, golems, or chimera, or even
               | explicit fantasy races like minotaurs.
               | 
               | If it's an android, then it's SciFi. But if it was a clay
               | golem made with magic (but otherwise the same story) it's
               | fantasy.
               | 
               | See golem stories for instance. They explore a lot of sci
               | Fi themes but are basically a fantasy theme.
               | https://en.m.wikipedia.org/wiki/Golem
        
               | ben_w wrote:
               | Certainly many tropes are shared, but that is true beyond
               | the scifi-fantasy intersection. (Although: I would say
               | Klingons are the avatar of Russian-ness _in the eyes of
               | America at the time any given episode gets written_.
               | Beardy humans in TOS, impoverished but hard as nails in
               | TNG, anarchic and self-destructive in ENT, sneaky and
               | dangerous warmongers in DIS).
               | 
               | I regard the superhero genre as a modern version of the
               | old divine pantheons -- heroes and villains, supposedly
               | far beyond human, yet oddly well-balanced against each
               | other (Hawkeye should not be in the same battleground as
               | Thor in the same way and for the same reason that Choi
               | Mi-sun should not be in a battle featuring an attack
               | helicopter).
               | 
               | Sufficiently advanced technology being indistinguishable
               | from magic and all that.
        
               | glitchc wrote:
               | Lucas himself has stated that although science fiction
               | inspired him to create these stories, Star Wars is indeed
               | not science fiction but rather science fantasy:
               | 
               | https://scifi.stackexchange.com/questions/46481/did-
               | george-l...
               | 
               | Because all the stories are " a long, long time ago in a
               | galaxy far, far away," it's not even clear if Luke and
               | the gang are humans or some other species. Of course it's
               | easy to think of them as humans, and most people do, but
               | it's not necessary. This ambiguity is also by design.
        
               | robbrown451 wrote:
               | True but Lucas doesn't have final say on classifying his
               | movies. People who make things have an incentive to claim
               | that their work is somehow special.
               | 
               | I'd just say Star Wars is science fiction with lots of
               | fantasy elements, as well as lots of influence from
               | different genres (Earth-based war films, adventure
               | serials, etc.)
               | 
               | I see the fact that humans in Star Wars seem to be the
               | "same species" as Homo sapiens to be similar to the fact
               | that movies that take place in ancient Greece have the
               | characters speak modern English. We are expected to
               | understand that humans in Star Wars evolved there, not in
               | Africa on Earth. It would be more realistic to have the
               | main characters look very different from us, but it
               | probably wouldn't make for as enjoyable a movie.
        
             | [deleted]
        
         | TeMPOraL wrote:
         | Things JJ Abrams touches tend to border on the absurd, but the
         | principle is true in pre-Abrams Star Trek too.
         | 
         | O'Brien sheds a little light on one of the aspects of this:
         | https://www.youtube.com/watch?v=UaPkSU8DNfY.
         | GILORA: Starfleet code requires a second backup?       O'BRIEN:
         | In case the first backup fails.       GILORA: What are the
         | chances that both a primary system and its backup would fail at
         | the same time?       O'BRIEN: It's very unlikely, but in a
         | crunch I wouldn't like to be caught without a second backup.
         | 
         | From a different franchise, I keep thinking about the Ancients
         | of StarGate universe, known for their technology, which could
         | remain fully operational for _millions of years_. That 's the
         | true over-engineering.
         | 
         | (But then I'm thinking, a species that mastered "stasis
         | technology", commonly present in many sci-fi franchises, should
         | eventually be able to make artifacts that can survive
         | indefinitely, at least when not in operation.)
        
         | codeflo wrote:
         | About the Abrams movie: Too bad the same factor of safety
         | wasn't applied to the buildings, where that should have been
         | even cheaper.
         | 
         | Your point is good though. Just like we're now starting to put
         | wi-fi chips into absolutely anything just in case, why wouldn't
         | an advanced civilization simply use their super strength
         | nanoparticles for everything? Why go out of your way to use
         | worse materials?
        
           | ben_w wrote:
           | In fairness, a building-sized battleship was crashed into the
           | buildings in _Into Darkness_. What would happen if someone
           | catapulted the (CVN-80) USS Enterprise through a bunch of
           | skyscrapers?
        
           | WalterBright wrote:
           | We use super-strength thousand year plastic for one time
           | uses. It's a big problem.
        
             | manquer wrote:
             | It is only a problem for single planet species. Advanced
             | multi planet or multi system civilizations may worry less
             | about that than we do.
             | 
             | Also if the bio diversity dropped, and people are used to
             | living in closed ecosystems to limit damages from such
             | harmful chemicals, over long enough period everyone will
             | forget what was there before , further making bad things
             | will not impact their quality of life anyway.
        
       | codeflo wrote:
       | The article suggests using a probabilistic failure model instead
       | of a large a safety factor, and explains how a safety factor
       | established in the 1930s affected the cost of the Space Shuttle.
       | But spacecraft might be a special case, where any additional
       | weight is so expensive, and you also expect the models to be
       | especially accurate and manufacturing to be extremely precise.
       | 
       | For more everyday civil engineering, I think the safety factor
       | "covers up" a lot of systemic inaccuracies everywhere in the
       | system, from modeling to design to manufacturing to unintended
       | uses. Some of those you might account for in a probabilistic
       | model. But it's very difficult to probabilistically model errors
       | in the model itself, as the financial industry found out the hard
       | way.
       | 
       | When driving over a bridge built the way suggested here, how
       | comfortable can we be that certain stresses aren't correlated in
       | ways that the engineers didn't anticipate? Or that a certain
       | distribution isn't actually as well approximated by a Gaussian as
       | it was assumed to be? Intuitively, it's a lot harder to be wildly
       | wrong with the factor of safety approach.
       | 
       | To put this another way, a more complex way to reason about
       | safety necessarily has more moving parts, and is thus more likely
       | to be wrong. So in effect, adopting more complicated safety
       | models introduces a safety risk all on its own. I think that
       | needs to be considered as well.
        
         | wiredfool wrote:
         | I'll go out on a pretty small limb and say that the vast
         | majority of Civil Engineering failings are not a matter of an
         | incorrect safety factor, but are things that are explicitly not
         | part of it.
         | 
         | 1) Blunders. (Many places. You do the math wrong, or approve
         | the wrong shop drawing, and no factor of safety is going to
         | save you). (See the Hyatt Regency Walkway Failure) 2)
         | Inadequate Geotech Info. (Basically every dam failure ever) 3)
         | Genuinely new behavior. (Tacoma Narrows) 4) Contractors. (I-90
         | Bridge Sinking) 5) Deferred Maintenance. (Fatigue on bridges,
         | Minneapolis)
        
           | kortex wrote:
           | 6. Corner-cutting. I consider that distinct from blunders or
           | bad contractors. See: the Pal-Kal construction method.
           | 
           | I consider that not part of the safety factor because IIRC it
           | was basically fudged or outright ignored, often times with
           | building inspectors paid off.
           | 
           | https://en.m.wikipedia.org/wiki/Versailles_wedding_hall_disa.
           | ..
        
           | ghaff wrote:
           | Agreed. Although I'd probably also argue that a safety factor
           | probably papers over those kind of problems in many many
           | cases.
        
             | londons_explore wrote:
             | But the question is, if you used a probabilistic approach,
             | and tried to model, even very roughly, those things
             | (probability contractor bodges the job in a way inspection
             | doesn't notice: 10%), then would you end up with a safer
             | bridge for the same money spent?
        
               | ghaff wrote:
               | It feels like you're picking numbers out of the air (or
               | basing them on historical experience) either way. Unless
               | you actually have historical data on certain types of
               | problems--but then it seems like you're pretty much back
               | to a safety/fudge factor.
        
               | londons_explore wrote:
               | But a large number of guestimated fudge factors all added
               | up will approach the true value as long as there is no
               | bias.
               | 
               | The same does not apply for factors of safety - a 1.5 FoS
               | is always between 0 and 50% too much.
        
               | wiredfool wrote:
               | That can be an unbounded black swan event. There are
               | distributions where there is no mean value.
               | 
               | The difference between a square section and welded
               | channels. The difference between 53F and 27F. The
               | difference between putting the waterproofing on before or
               | after the post tensioning anchors. Leaving watertight
               | doors open during a storm.
        
         | lamontcg wrote:
         | Or more simply: planes that get hit with massive unexpected
         | turbulence shouldn't just drop out of the sky and kill everyone
         | on board.
         | 
         | And to paraphrase the great philosopher Donald Rumsfeld, it is
         | all about the unknown-unknowns.
        
         | WalterBright wrote:
         | Aircraft have a smallish safety factor, because of the weight.
         | They make up for it with much more careful design, manufacture,
         | and maintenance along with frequent inspections.
        
         | abduhl wrote:
         | Most modern bridges you drive over are designed the
         | probabilistic way that is suggested in the article. Bridge
         | design followed vertical construction as material science and
         | manufacturing got better for steel and concrete. The
         | probabilistic approaches haven't been adopted much in
         | engineering fields that deal with too many unknowns. I'm
         | actually incredibly surprised that there was no mention of the
         | technical terms for these approaches: Allowable Stress Design,
         | Load and Resistance Factor Design, and Yeah That Looks Right
         | Design. LRFD is highly probability and materials testing based.
         | ASD is a hybrid approach of old factors of safety and some
         | probabilistic theory. YTLRD is based on the long and storied
         | history of guys who have been doing it this way since before
         | you were born, no matter when that was.
        
           | wiredfool wrote:
           | And they're all used, to some extent. If your Wizzy design
           | based on the latest everything doesn't pass the grumpy old
           | partner's YTLRD review, you're going to redo it till you do.
           | 
           | (In my case, that was Bill. He was one of those guys who knew
           | where to put the $50k mark)
        
       | wiredfool wrote:
       | """A non-empirical alternative to the factor of safety has been
       | around since the 1940s, but still doesn't have widespread
       | adoption. I think the image below describes the concept, called
       | probabilistic design, best.
       | 
       | """
       | 
       | This is _exactly_ LRFD (Load Factor Resistance Design) which has
       | been in the Civil Engineering building codes since the mid 80's,
       | and became common in use the 90's when I was an Engineer (in
       | training).
       | 
       | (It's the difference between the older green book and the newer
       | (at the time) silver steel design handbook)
       | 
       | It was absolutely drilled into us in school though, that Safety
       | Factors and LRFD factors covered material and other uncertainty,
       | they did not cover blunders.
        
       | greesil wrote:
       | Probabalistic failure analysis is certainly something engineers
       | do for determining system risk, else how do you determine how
       | many redundant components to include? I seems like having a
       | higher safety factor just means having a lower probability of
       | failure, and these two concepts are very compatible.
        
         | wiredfool wrote:
         | The probabilistic failure analysis (as practiced in LRFD) is
         | essentially a pencil sharpening exercise where the margins can
         | be reduced a bit. For example, some loads are better known than
         | others (e.g., dead load vs live load), some materials have
         | better QC or a more uniform quality than others (think concrete
         | vs steel).
         | 
         | The end result is generally in the ballpark of the old factor
         | of safety, but might be up to 10% less in some cases.
        
       | steve76 wrote:
       | ???
       | 
       | You build people movers, and wonder about safety factor???
       | 
       | WTF!!!
       | 
       | There's also service factor. Protip: Multiply them both please.
        
       | akhilpotla wrote:
       | I've actually used this concept at an old job. When I was given a
       | new project the business people always wanted it done at a
       | particular date, but it was always an unrealistic timeframe. I'd
       | then spend sometime thinking about how long I thought it would
       | take me, but I would always add 2 weeks or 25% to the estimated
       | time, which ever was larger, just to deal with the human element.
       | 
       | This could include changing requirements, poor communication,
       | illness, being blocked by other changes, etc.
       | 
       | I learned that you can get away with giving people extended
       | deadlines as long as you hit them.
        
       | CharlesW wrote:
       | Is there a software equivalent of safety factor? How do you/would
       | you calculate it?
        
       | bretpiatt wrote:
       | I'm not a civil or aerospace engineer so this could be built into
       | the safety factor models already. Reading the post had me
       | wondering:
       | 
       | If safety factor adds mass and additional mass requires
       | additional force to accelerate is a lower safety factor safer
       | since you'll lower the amount of force required thus increasing
       | the structural safety?
       | 
       | Calculating safety factor for a given scenario feels like a
       | complex multivariable equation. Is that the case?
        
         | bandrade wrote:
         | Yes, all (essentially all) engineering design ends up being
         | multivariable. For even something as simple as a cantilevered
         | beam supporting a load, if you can change the shape, material,
         | material treatment, length, width/height, all of which affects
         | cost. Usually due to limits of manufacturing and availability
         | of standard parts, the exploration space can be greatly
         | reduced.
        
         | Galxeagle wrote:
         | Also not an engineer but watching a real-world example of that
         | thought process was fascinating during NASA and SpaceX's design
         | process for Dragon Capsule, that contained a requirement that
         | the capsule needed to have a statistical probability of loss-
         | of-crew less than 1:270 flights, which is the alternative
         | design measure in TFA.
         | 
         | One challenge was NASA's modelling of in-orbit micrometeorite
         | strikes was complex, and there were concerns that extra
         | complexity to provide redundancy and armor would make an
         | overall less-safe vehicle.
         | 
         | "Blindly striving to achieve a statistical loss of crew number
         | may drive you to design a system that is less safe" -Bill
         | Gerstenmaier, NASA associate administrator for human
         | exploration and operation [0]
         | 
         | [0] https://spacenews.com/commercial-crew-vehicles-may-fall-
         | shor...
        
       | amelius wrote:
       | Clickbait title, not what I expect from an engineer.
        
         | iab wrote:
         | This article is definitely written from the perspective of a
         | novice without real-world experience. Empiricism is not a dirty
         | word!
        
       | edem wrote:
       | `null`?
        
       | ghaff wrote:
       | Apropos of nothing really but I always loved this story because
       | it tells of building something so that _all_ of its components
       | were perfectly matched in longevity:
       | 
       | http://holyjoe.org/poetry/holmes1.htm
       | 
       | The Deacon's Masterpiece
       | 
       | or, the Wonderful "One-hoss Shay":
       | 
       | A Logical Story
       | 
       | by Oliver Wendell Holmes (1809-1894)
       | 
       | Have you heard of the wonderful one-hoss shay, That was built in
       | such a logical way It ran a hundred years to a day, And then, of
       | a sudden, it -- ah, but stay, I'll tell you what happened without
       | delay, Scaring the parson into fits, Frightening people out of
       | their wits, -- Have you ever heard of that, I say?
       | 
       | Seventeen hundred and fifty-five. Georgius Secundus was then
       | alive, -- Snuffy old drone from the German hive. That was the
       | year when Lisbon-town Saw the earth open and gulp her down, And
       | Braddock's army was done so brown, Left without a scalp to its
       | crown. It was on the terrible Earthquake-day That the Deacon
       | finished the one-hoss shay.
       | 
       | Now in building of chaises, I tell you what, There is always
       | somewhere a weakest spot, -- In hub, tire, felloe, in spring or
       | thill, In panel, or crossbar, or floor, or sill, In screw, bolt,
       | thoroughbrace, -- lurking still, Find it somewhere you must and
       | will, -- Above or below, or within or without, -- And that's the
       | reason, beyond a doubt, A chaise breaks down, but doesn't wear
       | out.
       | 
       | But the Deacon swore (as Deacons do, With an "I dew vum," or an
       | "I tell yeou") He would build one shay to beat the taown 'N' the
       | keounty 'n' all the kentry raoun'; It should be so built that it
       | couldn' break daown: "Fur," said the Deacon, "'tis mighty plain
       | Thut the weakes' place mus' stan' the strain; 'N' the way t' fix
       | it, uz I maintain, Is only jest T' make that place uz strong uz
       | the rest."
       | 
       | So the Deacon inquired of the village folk Where he could find
       | the strongest oak, That couldn't be split nor bent nor broke, --
       | That was for spokes and floor and sills; He sent for lancewood to
       | make the thills; The crossbars were ash, from the straightest
       | trees, The panels of white-wood, that cuts like cheese, But lasts
       | like iron for things like these; The hubs of logs from the
       | "Settler's ellum," -- Last of its timber, -- they couldn't sell
       | 'em, Never an axe had seen their chips, And the wedges flew from
       | between their lips, Their blunt ends frizzled like celery-tips;
       | Step and prop-iron, bolt and screw, Spring, tire, axle, and
       | linchpin too, Steel of the finest, bright and blue; Thoroughbrace
       | bison-skin, thick and wide; Boot, top, dasher, from tough old
       | hide Found in the pit when the tanner died. That was the way he
       | "put her through." "There!" said the Deacon, "naow she'll dew!"
       | 
       | Do! I tell you, I rather guess She was a wonder, and nothing
       | less! Colts grew horses, beards turned gray, Deacon and deaconess
       | dropped away, Children and grandchildren -- where were they? But
       | there stood the stout old one-hoss shay As fresh as on Lisbon-
       | earthquake-day!
       | 
       | EIGHTEEN HUNDRED; -- it came and found The Deacon's masterpiece
       | strong and sound. Eighteen hundred increased by ten; -- "Hahnsum
       | kerridge" they called it then. Eighteen hundred and twenty came;
       | -- Running as usual; much the same. Thirty and forty at last
       | arrive, And then come fifty, and FIFTY-FIVE.
       | 
       | Little of all we value here Wakes on the morn of its hundreth
       | year Without both feeling and looking queer. In fact, there's
       | nothing that keeps its youth, So far as I know, but a tree and
       | truth. (This is a moral that runs at large; Take it. -- You're
       | welcome. -- No extra charge.)
       | 
       | FIRST OF NOVEMBER, -- the Earthquake-day, -- There are traces of
       | age in the one-hoss shay, A general flavor of mild decay, But
       | nothing local, as one may say. There couldn't be, -- for the
       | Deacon's art Had made it so like in every part That there wasn't
       | a chance for one to start. For the wheels were just as strong as
       | the thills, And the floor was just as strong as the sills, And
       | the panels just as strong as the floor, And the whipple-tree
       | neither less nor more, And the back crossbar as strong as the
       | fore, And spring and axle and hub encore. And yet, as a whole, it
       | is past a doubt In another hour it will be worn out!
       | 
       | First of November, 'Fifty-five! This morning the parson takes a
       | drive. Now, small boys, get out of the way! Here comes the
       | wonderful one-hoss shay, Drawn by a rat-tailed, ewe-necked bay.
       | "Huddup!" said the parson. -- Off went they. The parson was
       | working his Sunday's text, -- Had got to fifthly, and stopped
       | perplexed At what the -- Moses -- was coming next. All at once
       | the horse stood still, Close by the meet'n'-house on the hill.
       | First a shiver, and then a thrill, Then something decidedly like
       | a spill, -- And the parson was sitting upon a rock, At half past
       | nine by the meet'n-house clock, -- Just the hour of the
       | Earthquake shock! What do you think the parson found, When he got
       | up and stared around? The poor old chaise in a heap or mound, As
       | if it had been to the mill and ground! You see, of course, if
       | you're not a dunce, How it went to pieces all at once, -- All at
       | once, and nothing first, -- Just as bubbles do when they burst.
       | 
       | End of the wonderful one-hoss shay. Logic is logic. That's all I
       | say.
        
       | Terretta wrote:
       | I like the "most expensive number" hook, and enjoyed the read.
       | 
       | However, I'd hazard the most unnecessarily costly variable in
       | engineering (over time, in aggregate; as well as on most any
       | given substantial project) is the number of days later a project
       | starts than it could have if it had just gone ahead and started.
        
       | charcircuit wrote:
       | Are we sure this is the most expensive? I would guess the number
       | which represents the bit pattern of a Windows 10 iso cost
       | Microsoft more than $1.5 billion to find. I am sure you can find
       | other examples of numbers that were expensive to find.
        
         | marmaduke wrote:
         | Is your username a play on charcuterie?
        
           | charcircuit wrote:
           | No, it isn't
        
       | supernova87a wrote:
       | If you had the luxury of throwing away bridges or planes or space
       | shuttles to test every possible circumstance, then I guess
       | eventually the safety factor could conceivably come down to 1.0,
       | right? You would've satisfied yourself that nothing in the real
       | world was not in your simulations?
        
         | whatshisface wrote:
         | A safety factor of 1.5x does not guarantee that nature will not
         | throw 1.6x the expected force at you. That's why the author of
         | the article calls it a "libation," because it isn't related to
         | anyone's knowledge about the uncertainties in the situation at
         | hand.
        
         | preinheimer wrote:
         | I don't think so.
         | 
         | - You'd also need to let them stand for 100 years or something
         | to get a better view of all possible weather events. Oh wait,
         | weather events are becoming more extreme. - Materials of
         | production are imperfect. We're well past poorly made cast
         | iron, but maybe something wasn't quite perfect when that bolt
         | was cast. - Improper usage or external emergencies may still
         | impact usage.
        
         | ajuc wrote:
         | > If you had the luxury of throwing away bridges or planes or
         | space shuttles to test every possible circumstance, then I
         | guess eventually the safety factor could conceivably come down
         | to 1.0, right? You would've satisfied yourself that nothing in
         | the real world was not in your simulations?
         | 
         | Isn't that the main advantage Space X has over NASA?
        
           | ghaff wrote:
           | It's not really Space X vs. NASA. NASA doesn't build rockets.
           | ULA is probably the relevant comparison. NASA's also not
           | really into exploding rockets so saying Space X is about
           | shaving safety factors is pretty simplistic.
        
       | gerdesj wrote:
       | "Safety factors started being formalized in the mid-1800s for
       | bridge building, where factors as high as 6 were used to cover
       | for the massive inconsistencies in the quality of early cast
       | iron."
       | 
       | I'm not a real Civil Engineer but I was a graduate one from 1991
       | - I'm now a IT bod. Anyway, Civ Eng uses established factors of
       | safety or safety multipliers or safety factors or whatever.
       | Structural steel uses 1.2 I recall - so you work out your worst
       | case (in 100 years - look up tables) bending moment and mult by
       | 1.2. Civ Eng is one thing and despite our bridges still failing
       | after 2000 years of really solid knowledge. Tacoma Narrows (who
       | knew the bloody things fly and shake) or London Millenium bridge
       | - lol - shake, shake, shake the room - BOOM.
       | 
       | The thing about safety factors is that they need to be derived
       | conclusively. In Civ Eng - wood is a bit wayward so the safety
       | factor for it is quite large compared to steel.
       | 
       | I have no idea what you do for space thingies (yes I do) but I
       | would expect _my_ first 50 experiments to blow up - I need to
       | explore the extremities.
       | 
       | If I ran a Space Agency I would say something like: "Soz, we are
       | going to make some cracking firework displays first and then we
       | will know what to avoid."
        
         | TeMPOraL wrote:
         | > _If I ran a Space Agency I would say something like: "Soz, we
         | are going to make some cracking firework displays first and
         | then we will know what to avoid."_
         | 
         | This is the modus operandi of SpaceX - they just keep tweaking
         | their rockets and launching experimental tweaks as much as they
         | possibly can without risking bankrupcy, as failures teach them
         | more than successes.
        
       | chrisgp wrote:
       | In finance and gambling, the kelly criterion is used to evaluate
       | maximum bet sizing while keeping risk-of-ruin near 0. Using it
       | correctly requires understanding your own expectation and
       | variance to a high degree of confidence. Everyone in these
       | industries uses kelly to figure out the maximum size they can bet
       | based on these careful expectation and variance calculations,
       | then just divides by 2.
        
       | [deleted]
        
       | boulos wrote:
       | It's kind of mentioned in the article, but to be more explicit:
       | reducing safety factors has asymmetric risk vs reward. Reducing
       | the factors "just" lowers cost or improves performance. But if
       | your field is padding by 50%, then you need to tradeoff an "up to
       | 50%" cost reduction (or similar) versus "had a catastrophic
       | failure".
       | 
       | So, reducing the padding from 5x to 1.5x was already most of the
       | benefit. If you were at 1.2, there are probably better ways to
       | shave costs than reducing your unexpected force multipliers. It's
       | definitely attractive to lower cost / increase speed / whatever
       | if you _truly_ think it's "free", but the benefits are
       | diminishing.
        
       | j-pb wrote:
       | Ok let's wing the entire thing from cardboard then!
       | 
       | * "poorly representative material test data available" that's 5+
       | 
       | * "extremely challenging environment" 5+ again
       | 
       | * "models are crude aproximation" is another 5+
       | 
       | So we should be able to get a cardboard spaceshuttle, if we only
       | use a safety factor of 125+! Moar cardboard! Great job team!
        
         | laurent92 wrote:
         | You're joking but in aerospace they use factors of not 10x or
         | 2x but 10%. On a 30m high rocket. Just 10%. Here's a tour with
         | the CEO of ELA, as a bonus: https://youtu.be/OdPoVi_h0r0
        
         | amackera wrote:
         | Sounds like a few software projects I've been involved in over
         | the years D:
        
       | londons_explore wrote:
       | The _real_ number engineers should be considering is not the
       | factor of safety, but the probability of failure.
       | 
       | The probably of failure should be calculated considering material
       | defects, forces larger than predicted, simulation errors, and all
       | other causes the factor of safety is designed to protect against.
       | 
       | Then the engineering process can allocate those probabilities in
       | the most efficient way.
       | 
       | For example, in a rocket it might make sense to make the engine
       | bells stronger (decreasing probably of failure) while making the
       | fuel tanks weaker (increasing probability of failure). The
       | overall probability of failure remains the same, but perhaps the
       | craft ends up lighter/cheaper/better than it would be if all
       | components just built in a fixed factor of safety.
        
         | afterburner wrote:
         | Unfortunately, NASA was really bad at estimating the
         | probability of failure. Feynman famously dissed their lack of
         | mathematical rigour in this regard.
         | 
         | I'm guessing most engineers' grasp of proper statistics math is
         | worse than their understanding of factors of safety.
        
       | santiagobasulto wrote:
       | For context, the FS of elevator cables is ~10 (depending of the
       | country).
       | 
       | EDIT: What's usually limiting in elevators (and that's why they
       | say "max 4 people") are the breaks.
        
         | [deleted]
        
         | formerly_proven wrote:
         | > EDIT: What's usually limiting in elevators (and that's why
         | they say "max 4 people") are the breaks.
         | 
         | Even here there's a safety factor (self-limiting packing
         | density of people in Western countries... "Uh... I'm gonna take
         | the next one").
        
       | vortico wrote:
       | You could just square your quantity before applying the 1.5
       | factor. Instead of "Our shuttle is safe up to 150% of the
       | required speed!" design for "safe up to 150% of the required
       | kinetic energy (1/2 m v^2)". Then you only need to design up to
       | sqrt(1.5) = 123% of the required speed.
       | 
       | (My point is that the scaling of the importance of quantities is
       | arbitrary so a single safety factor doesn't make sense to be
       | applied to every quantity.)
        
         | sobriquet9 wrote:
         | The definition is
         | 
         | > breaking force divided by the expected force
         | 
         | Note _force_ being used here, not energy or speed.
        
       | jollybean wrote:
       | Not just 'stress safety' but all the other things.
       | 
       | A NASA project I was related to we logged every single bolt that
       | went on the device, where it came from, the batch number, and had
       | to keep all the old software around in the event we had to
       | reconstruct something.
       | 
       | The amount of overhead was pretty amazing.
       | 
       | Most of that is for safety.
        
         | FredPret wrote:
         | Overhead that saves lives isn't really overhead
        
       | throwaway0a5e wrote:
       | This analysis is great. It makes for a great blog post,
       | university lecture or similiar. But unfortunately you can't have
       | these kinds of discussions in an engineering meeting, or other
       | shared context because anything that could be perceived as
       | arguing for less safety will attract opposition because there's
       | tons of people who want the cheap virtue points and ass-covering
       | that goes with being the guy who's always in favor of more
       | safety.
        
         | rossdavidh wrote:
         | I think it tends to come up more in fields, such as
         | aeronautical engineering, where there is a safety tradeoff. If
         | you make the plane heavier, it may be safer from material
         | failure, but now there may be less margin for error by the
         | pilot because the plane does not respond the same. You have
         | traded one kind of risk against another. I remember being
         | present when a friend who was a civil engineer heard that they
         | used a safety factor of only 1.5 in aeronautical engineering,
         | and she was kind of shocked it was so low; when you don't have
         | to fly the thing, you can afford to make the factor
         | significantly higher.
        
         | gostsamo wrote:
         | If you use such an argument in a real design meeting, you might
         | be asked to leave. Either you have data to support changing the
         | parameters of the assignment, or you keep your silence.
         | Accusing everyone else in virtue signaling is at hominem attack
         | that brings nothing to the table.
        
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