Determinism in Aviation Safety

The arrow of time. We fly from past, to live in the present and anticipate the future. Sir Isaac Newton would be proud of us. By unravelling laws, that where always there, the means to anticipate the future was illuminated.

In civil aviation, we have devised and grown a whole regulatory system that depends on learning from the past, doing calculations today and flying with a belief that we know what’s going to happen next. Flying is predicated on a reasonable degree of predictability. There’s clear logic in this way of thinking. Just imagine powering up a couple of massive jet engines and starting a take-off roll without being extremely confident that at a certain speed the laws of physics will do their part and the ground is left behind.

We don’t establish a reasonable degree of predictability by looking at a crystal ball or taking up alchemy. Yes, we do still depend on reasoned expert opinion in addition to doing calculations. The minute those expert opinions start to shift away from grounded reasoning and careful deliberation then danger is afoot. This is one of the arguments for treading carefully when political opinions start to come to the fore. The laws of physics are not established by a public opinion poll. Nevertheless, it’s equally polarising to say that there’s no political dimension in the aviation regulatory system.

Anyway, that’s not the subject that was on my mind. Conversations about Artificial Intelligence (AI) are more prolific than those about self-help books. Even the shelves of popular high street bookstores are starting to fill up. The non-fiction titles with AI, either as the main subject or as an adjunct are numerous. It’s the fashion to write something literate or purely speculative.

I’ve mentioned the word “determinism” before. It can be interpreted philosophically or in a more scientific and technical manner. Determinism is a belief in the inevitability of causation. That chain of cause and effect that is so familiar to anyone reading an aviation accident report.

Understanding what causes something to happen in a moment in time goes back to my initial subject of a reasonable degree of predictability. In aircraft certification, no matter how complex the system, when presented with a system safety assessment we expect a comprehensive and reasoned set of statement. Predictions about the “what ifs”. What if an aircraft part fails and what happens next? What happens in combination with other failures?

This is where AI is potentially problematic. All the reasoned arguments in the world go out of the window if a system, subject to the same conditions, behaves one way on a Monday and differently on a Friday. Not to mention the weekend. I could say, AI is remarkably human in that respect.

The subject that was on my mind is not the inner working of complex aircraft systems. Certification experts are on that one. It’s possible to put boundaries around the behaviour of some aircraft systems. What’s more fascinating is the evolution of AI interactions with us mere mortals.

Let’s say I have the responsibility for return to service of a transport aircraft that has been subject to maintenance. A pile of documentation will provide the evidence that the work conducted has been correctly completed. It conforms. Amongst that paperwork might be an output from an AI driven diagnostic system that flashes a green light to say everything is fine.

Now, playing with the “what ifs”. What if it’s not fine given that the conditions experienced were way outside the AI systems training and it does a creative hallucination. The person signing the release to service documentation would have no idea or facility to question the green light. But it’s their signature that matters in the process of return to service.

There is a point of concern.

POST: There’s a lot going on out there Enhancing aviation safety with artificial intelligence: A systematic literature review on recent advances, challenges and future perspectives – ScienceDirect

Aviation Insights

One shilling and seven pence, that’s what a copy of Flight magazine cost in 1960. Today, roughly that’s equivalent to £6. Which is not so far off the weekly cost of a typical printed magazine taken off-the-shelf in a newsagent. Now, Flight is a digital subscription[1] at £22 a month. We consume our News in a different way, but the overall price is not so different.

Spending money in charity shops always contributes to some good cause or another. Certainly, our British High Streets in 2026 are markedly transformed from that of 66 years ago. Fine, if I get hung up on that elegant number. It’s not a bingo call. It’s the number of times I’ve circled the Sun. Circled, that is, while safely attached to this rocky planet.

The young woman behind the counter was chatting to what must have been a regular when she looked up. I pointed an unregarded dusty box on the floor in the corner of the shop. “How much to you want for that box of old aviation magazines”. She looked slightly fazed. Nobody had even thought about pricing them let alone selling them. They had probably been donated as someone emptied the attic of their grandparents. Probably on the verge of going to the recycling bin.

Eventually, we settled on a modest price. She looked me up and down. I’m sure she thought that I was completely mad. That said, charity shop workers, volunteers, must face that colourful situation more than a couple of times a week. Even a day.

What struck me was the first inside page. The weekly editorial could have been written yesterday. It’s titled “Facing it” and reads thus:

“More than one great newspaper has given warning that our nation is living beyond its means – that our export prospects are poor, and that we are taking a commercial thrashing”.

“Bleak prospects for a people who have never had it so good, and one that promotes us to consider how the aircraft industry is facing up to cold reality.”

It went on to highlight that there had been few new aircraft at the Farnborough airshow of that year. It was an October publication[2]. There was a lot of talk about industry and Government cooperation but that this was not delivering.

“And now that the industry is needed, as it has never been needed before, it will not be found unready or unwilling.”

But the lament was about the failings of the Government of the time, and there being no room for complacency. This was 4-years after the Suez Crisis.

Today, we have an increased security threat, much as arose in the Cold War days. Industry and Government cooperation needs to be a lot more than fervent aspirations. We seem to be in the same phase of formulating strategies rather than implementing actions.

Don’t let me paint a picture of gloom and doom. What this Flight magazine had is great stories of British technical innovation. Electronics and control systems were advancing rapidly. Automatic landing systems were being pioneered. Technology applied improved aircraft performance and aviation safety significantly. In fact, in numerous areas Britain was not only leading, but guiding the world.


[1] https://www.flightglobal.com/subscribe

[2] Flight Number 2691 Volume 78.

The Future of Driving

What next? There’s a growing number of Electric Vehicles (EV) on the market. In fact, the diversity of choice doesn’t make choice easy. Such a variety of different sizes and configurations. Cars big and small. Hybrids too. Every new generation offering more range and more bells and whistles (technology).

My car is getting near to its 11th birthday. It runs exceptionally well. Trouble is age, ware and tear, can’t be escaped. Bills start to ramp up as millage takes its toll even if it hasn’t done – yet. German engineering isn’t always what its cracked up to be except my car does fit the stereotype. Temptation is to buy another one.

My first trip to the US was back in the early 1980s. Four of us drove up and down the west coast. Seeing spectacular sights and meeting amazingly friendly people. American cars of that time were of the Cagney & Lacey generation. Meaty metal boxes that handled like a crate of jelly. Gas guzzling but, who cares, gas was cheep in comparison with European prices.

Wide empty roads, outside the cities, where the landscape filled every vista with new wonders. City driving wasn’t so pleasant. Freeways where the occasional Blues Brothers like police car buzzed past at speed. Air quality dropped a million percent (exaggeration). Jams in more lanes than we’d ever imagined possible.

So, are Electric Vehicles (EV) the spawn of the devil? I take the point that not everything is as rosy as the marketing departments of the manufacturers would have us believe. Some prestige models are bulky and heavy. These are not well suited to the narrow pothole heaven of England’s poorly maintained roads.

That said, the change is upon us, and it would seem foolish to go backwards. Once over the initial purchase price, which does seem to be coming down, EVs don’t cost much to run. There’s a simplicity of electric motors which a high-performance reciprocating engine can’t match. Not only that but high-performance reciprocating engines have probably reached the limits of what can be squeezed out of them. Decades of development in reducing tail pipe emissions.

It’s clear Electric Vehicles (EV) have a long way to run. Battery technology will continue to improve. That’s one to bet the house on. It’s because there are so many applications for high power density batteries. If you are aiming at a Nobel Prize in Chemistry, that’s the way to go.

Driving a car with no tail pipe emissions does have a holier than thou feel about it. If we want cities to be healthy places to live, then something must be done. I wouldn’t want to live near the world-famous Hanger Lane Gyratory[1]. Or anything like it. In England we built massive road systems on top of streets designed for the horse and carriage.

Looking at new cars, like the Mercedes-Benz CLA[2], I must admit I’m tempted. Putting that up against the lumbering thundering rust buckets of the 1980s and there’s no comparison whatsoever. Whether it’s sheer performance or climate change that motivate a purchase decision, the days of conventional petrol and diesel cars are numbered.


[1] https://uk-air.defra.gov.uk/networks/site-info?uka_id=EA6&provider=london

[2] https://www.mercedes-benz.co.uk/passengercars/models/saloon/cla-electric/overview.html

The most important invention in your lifetime is…

A standout invention is one that is enduring. It’s celebrated. It shapes what comes next. It addresses an issue that’s been there for a long time. That just it – time.

I’m stretching the intent of the question a bit. Invitation doesn’t always have a single moment of realisation. Theory and experimentation come together to show promise. It’s latter that practical applications start to flow from that innovation. For me, the key invention is the beginnings of atomic time. The ability to measure time with precision.

Now, we know that past, present and future are the way we experience time. Not time itself. Having create clocks that gain or lose less no more than a second in billion years is an astonishing feat.

Today, a great deal of the infrastructure that surrounds us, and we hold in our hands, depends on precise time. Communication systems exploit it. We navigate using this asset. Society has been and will continue to be transformed.

Yet timekeeping systems have not reached their limit.

Visual Cues and Decision Making

Back to visual perception. Initially, it may not seem right to focus on one human sense and not discuss the others. We are multifaceted humans. The brain takes advantage of all its senses, when they are available. We’ve evolved with amazing capabilities.

The interesting notion that certain wines taste better when accompanies by certain music is a wonderful example of how interactive our systems can be. That’s without us having any conscious control over their immediate intimate workings. Parts maybe hardwired and others soft wired and adaptable.

Vision plays a dominant part in enabling us to move around. We haven’t yet evolved echo sounding, like bats and dolphins. This is not to say that those who loose vision can’t compensate to some extent, but they don’t fly aircraft or drive fast cars or become astronauts.

My thoughts arise from exposure to several aspects of our dependency on seeing the world around us. To begin, at the early part of my career, it was indeed the process of taking sound imaging and making it usable for recognising objects. Converting the information that come back from sending sound pluses through water into an image must deal with a dynamic environment. Interpretation of such electronic images can be the difference between hitting an object at sea and avoiding it.

Later, my design work concentrated on information presented to a pilot and what happens next. That whole arena of the aircraft cockpit is one big interface. The link between the senses and the decision maker. I’m not straying into the interminable debates about human factors.

Let’s stay with the trend that’s in front of us in every walk of life. That’s the dependence on recognising and acting on information that is presented to us on a nearby screen. In so far as I know, humans didn’t evolve with this need to relate acutely to closely presented information as much as reacting to distant stimulus. Afterall if a hostile animal or dangerously armed person was heading towards me at speed, I wouldn’t sit around debating the subject.

Aeronautics has experience in this shift of attention. At the start of my career aircraft cockpits where mostly knobs and dials. Mechanical indicators and filament bulbs. Sometime unreliable. Still the idea of flying by the “seat of the paints” prevailed. That centred around situation awareness, predominantly guided by looking out of the window. At the outside world. Distant vison equally, if not more, important as looking two feet ahead at a panel. Over the last five decades the above has changed radically. Instruments are large flat screens dotted with an array of colourful symbols offering every aspect of “situation awareness”.

Now, this is happening to cars. Most new cars have electronic screens. The expectation is that we humble humans have transitioned from simple mechanical dials to a fascinating world of colourful animated markers and whizzy logos. Despite the glorious technology the basic function remains the same. That is the link between the senses and the decision maker.

Adequate levels of visual perception being the number one attribute a pilot or driver is expected to maintain. This continues to be true as automation does more and more. What maybe a long-term trend in human evolution is that shift between the importance of what’s a couple of feet away and what’s in our surroundings. Will we become less sensitive to a personal experience of what’s more that two feet away? I wonder.

Future of Engineering

I do find it astonishing that back in the early 1990s I was still producing handwritten material that then got typed up by a typist. Then, were edits and errors needed correcting, “cut and paste” really meant cutting and pasting paper. Applying Tipp-Ex correction fluid was normal. Wonder who uses that now? It’s still available.

Engineering practice adopted word processing rapidly from that time on-ward. It’s now almost inconceivable that anyone would get someone else to type up their work. Early lap-top computers that weighted heavily on the shoulders, were carried to meetings as necessity but not love. The joys of trying to find a printer that would work was a daily mission.

In about 30-years we’ve gone from that primitive introduction to the digital realm to machines that want to write papers and reports for us. From brick like “portable” computers that required cables and batteries that drained in minutes to the complete world being available on-line anywhere on the globe.

The mechanisms by which engineering design and development were done have advanced in such a way as to make the past seem rather curious. I’m not saying that we’ve become ever cleverer and more inventive with the passage of time, just that the speed of trail and error has increased dramatically.

Past mechanisms did make the ability to change a path, once set on that path, difficult. I remember the reluctance to introduce changes unless an overwhelming case could be made. In this new situation, making changes still has a cost associated with it, but the resistance to change isn’t so much driven by the processes used.

What’s happing, like it or not, is that artificial intelligence’s transformative impact is touching, or will be touching, everything we do. That includes engineering design and development.

I’d say it’s a good time to be an innovator. In theory, it should be possible to explore many more possibilities that could be explored in the past. That is for the same level of cost in time and money. There’s not a single part of engineering practice that will not be impacted. Classrooms, meeting rooms and workplaces where the business of communicating technical ideas and testing them goes on, will be fertile ground for the application of AI.

I don’t think we understand just how transformative the impact will be on engineering. It’s not all upside either. Technology’s promises are great. There are perils too.

AI can only know what it’s been trained on. That maybe extremely extensive. However, innovation comes from creativity and inventiveness where the past may only be a partial guide. Also, there’s the danger of overreliance on these almost magical tools too. New skills must develop to be critical and knowledge of the deficiencies of complex algorithms.

All of this is a bit different from paper, correction fluid, scissors and tape. What an exciting time to be a young engineer.

International Collaboration in Space

It’s only taken 20,000 years for Homo sapiens to migrate to the American continent and then decided to industrialise the Moon. Just imagine what the next 20,000 years has in store.

Putting nuclear power on the Moon is a possible enabler for a future Moonbase. Considering the length of time it has taken since the last footsteps on the Moon, a Moonbase is long overdue. That said, going to a faraway place where there’s an abundance of solar energy potential it’s an interesting development that nuclear power is given a priority.

My view is that exploration beyond Earth is a matter for the whole of humanity. Going to the Moon should be an international endeavour. There’s good reason to cooperate when it comes to exploration. For a start space exploration is incredibly hard to do. Rockets explode with an unsettling degree of frequency.

Modern humans have gone from tens of thousands on one continent to what may top ten billion on Earth. It’s no wonder space, the final frontier, beckons. Trouble is we have evolved as specialist on this planet. Not well adapted to the space environment. If our wandering species is to venture into the void, we need to be mighty determined. This will be hard. The hardest effort ever made.

It would be absurd for individual nations to establish separate camps on the Moon. The space race is a concocted nonsense. More flag waving PR than serious sense. Why do I say this?

One: Demand on resources, to build, develop and maintain, a space presence is high. Sharing costs has benefits when planning for the long-term. Continuing costs can be volatile.

Two: In the event of the almost inevitable failures and setbacks, better to have partners to create different ways and means to recover or mount rescues in the worst-case scenarios.

Three: Partners can specialise. Not everyone has to do everything all the time. Afterall, that’s how our modern society came about in the first place.

Four: Cooperative planning means more gets done at the same time. Duplication and fragmentation of efforts don’t serve the great goal of exploration.

Five: Earth’s people are interconnected and interdependent. Even small Moon based colonies will inevitably be the same. Reliant on connections, locally as much as to a distant home.  

As a spin off, making exportation an international endeavour can bring us together on this divided planet too. 

What’s in a box?

I didn’t have a jack-in-the-box as a toy. Springing into life at the flick of a catch. For the larger part frightening the living daylights out of a young child. Or is it play, and thus basic training that surprising events can be scary and fun? Early days of leaning to handle risks.

In this case my boxes are square. Although they don’t need to be square. They are square or rectangular on a ballot paper (usually). These boxes are a boundary within which a mark is put to say “yes” this applies or “no” this is does not apply. Naturally, that can be the other way around too. For that matter they can indicate all sorts of conditions or views.

Here’s my beef. Back in March, this year, me and the Sun developed our relationship. There’s the giveaway – year. My number of years on Earth clocked up to sixty-five. At the time, I didn’t think of this as any more significant than past birthdays as a man of mature years. Then I got to completing numerous questionaries. Yes, I have moved the subject to more stuff to do with data and its use. Collecting data has never been so popular.

Never in the whole of human history have we, you and me, been faced with so many questionnaires. Almost every time I buy a coffee, and use a card of App to collect points, next day my in-box has an e-mail with a survey. Most of these I just ignore. Now and then, I fill one in with the ridiculous idea that the insignificant draw prize they offer could come my way.

Please offer your feedback in this short survey. The number of minutes they say that are needed are never right. Then they, the collectors of my data, get greedy. Asking for “as much detail as possible”. At this point I want to say – get real. What’s even worse is clicking on the “Next” button and then an error message comes up saying “This is required”. What audacity. Checky. Pushing my good will to its limits. If there were questionnaires about questionnaires, when it asked: “please tell us how your experience was on this occasion” they would get more than 100 creative words.

All this said, my real beef is to do with the collection of personal data. There’s no obligation to provide such data, when it comes to marketing surveys. This is when the incentivising possibility of a prize comes in. Afterall this data is valuable to the collectors with little incentive for a respondent to offer it. Surveys with prizes must have published terms and conditions. I wonder if anyone ever reads these legal niceties.

To the point. One question that often gets asked is – tick the box appropriate to my age. What I’ve noticed is that several of these unsolicited surveys have a box marked sixty-five and over. It’s like a whole section of the population is piled into one big bucket. Like we all fall off the end of the bell curve. Over 11 million people in England and Wales are like one.

I’m part of a growing cohort. That maybe good or bad but it is the case. It’s the case too that my cohort spends. Again, for good or bad, we are the beneficiaries of some good fortune. However, marketing surveys continue to sit in the stone age. At both ends of the demographic bell curve, toddlers and more mature folk, we are viewed as the same, one big bucket. I imagine data collectors and the designers of surveys have wrestled with this one. Whatever, the results don’t sit well with me.

Data Interpretation

More on that subject of number crunching. I’m not so much concerned about the numerous ways and means to produce reliable statistics as the ethical factors involved in their production.

Two things. One is the importance of saying truth to power and the other the importance of seeing things as they really are rather than how you or I would like them to be.

Starting with the first. If ever it was a hard day to say this but asserting truth is not one of several options, it’s the best option.

Whatever any short-term gains there are in distorting a description of a current situation, in the longer term the truth will out. Now, that may not have always been so. It’s often said that the victors write history. That famous view had some validity when literacy was not universal or when texts were chained in church libraries. Now, information speeds through the INTERNET (and whatever its successor will be). Controlling or supressing information has become like trying to build a castle out of sugar on a rainy day.

The second factor is more troublesome and, for that matter, more difficult. It could be the tug of war between subjectivity and objectivity. What we see is so much dependent upon the observer. What we hear is conditioned by what we’ve heard in the past.

I saw this often in the interpretation of a written narrative. Aviation accidents and incidents are reported. Databases full of multivarious reports of different origins siting there waiting to be read. This is a good thing.

It’s the choice of language that shapes our understanding of past events. That can be voluminous and contradictory. It can be minimalist and ambiguous. It can have peculiar expressions or fuzzy translations. Even if reporters are asked to codify their observations, with a tick box, there remains wide margins.

The writer of a story often knows what they want to say. It might be obvious to them what happened at the time of writing. Then it’s the reader who takes that up. A text could be read years later. Read by many others. Similar stories may exist, all written up differently. Hopefully, slight variations.

Seeing things as they really are, rather than how you would like them to be, without bias, requires more than a degree of care. A great deal of care.

It’s hard enough for an enlightened and skilled analysist to take a sentence and say “yes” I know exactly what happened. Not just what but all six of these – who, what, were, when, how and why. In future, the artificial intelligence tools that get used by authorities will have the same challenge.

For all our technological wonders, it’s the writers of reports that shapes our understanding. From a couple of sentences to a massive dissertation.

Try telling that to a maintenance engineer whose last job of the day, before going home, is to file an occurrence report after a terrible day at work. In a damp hanger with a job only half done. Tomorrow’s troubles looming.

POST: Rt Rev Nick Baines and his Thought for the Day on BBC Radio 4 is thinking the same this morning. Truth is truth. In his case it’s Christian truth that he has in mind. There lies another discussion.

Exploration and Innovation

Is there a human on the planet who has never seen the Moon? I guess, there must be a small number. The Earth’s satellite comes and goes from the night sky. Its constancy can’t be denied. Lighting the way when it’s full.

Accurate measurements say that the Moon is drifting away from us. The pace is nothing to be concerned about. It’s not going to become a free flying object careering across the universe. Space 1999[1] is pure fiction. Let’s face it we haven’t even got a working Moon Base here in 2025.

What motivated humans to go to the Moon in the 1960s? The simplest answer is the explorer’s quote: because it’s there. A quote that can be applied to any difficult journey that’s being taken for the first time. It implies a human longing to explore. An insatiable desire to go where no one has gone before. That’s nice, only it’s a partial story.

Technology accelerated in the post-war era as science and engineering built upon the discoveries and inventions that conflict drove. Then the promise of peace dissolved into the Cold War. Sides arranged in immoveable ideological opposition. The technological race was on. Intense competition drove the need to be display global superiority.

Potentially destructive forces were, for once, channeled into a civil project of enormous size. The Apollo missions. The aims and objectives of which were “civil” in nature, however the resulting innovations had universal applications. Companies that made fighter jets and missiles turned their hands to space vehicles. Early rockets were adaptations of intercontinental missiles.

1969’s moon landing put down a marker in history that will be talked of in a thousand years. Putting humans on the Moon for the first time is one of the ultimate firsts. That first “small step for man” may be as important as the first Homo sapiens stepping out of Africa. A signpost pointed to what was possible.

More than five decades have gone by. Instead of looking up to the heavens we now look down to our mobile phones. Rather than applying our intelligence to exploration we strive to make machines that can surpass us. Of course this is not a true characterisation. Exploration has merely taken a different a direction.

Will humans step into the final frontier again? Yes, but not as the number one priority. Plans to return to the Moon exist. It’s the intense competition that drove the Apollo missions that is missing. The advantage of being first to establish a working Moon Base is not so overwhelming. Even this base as a stepping stone to the planet Mars is viewed as a longer term ambition.

One advantage of this century over the last is the advances in automation and robotics that have become commonplace. Modern humans don’t need to do everything with our hands. Complex machines can do much of the work that needs to be done. Footsteps on another planet can wait a while.

Enough of us continue to be amazed and inspired by space exploration. The challenge is not to achieve one goal. It’s to achieve many.

POST: I watched Capricorn One, the 1970s movie about a fake Mars mission. It could do with a remake. In many ways it is easier to fake now than it was with film and colour televisions the size of washing machines.


[1] https://www.imdb.com/title/tt0072564/