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 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.

Mutuality in Aviation Safety

Back to the benefits of mutuality. That idea of working together for a common goal. It may seem bazar but instead I will start with the downsides of mutuality.

Parties who are in conflict often like to deny interdependency. It’s that instinctive feeling that we can go it alone. Highlighting that working with others turns out to be complicated, calculating and compromising. Surely much better to be that lone High Plains Drifter who lives day to day.

In the aircraft airworthiness discipline, I saw this happening during the lengthy process of the international harmonisation of technical requirements that took shape in the 1990s.

It’s not easy to say but a substantial number of aviation rules and regulations that are applied are written in blood. Ever since the first aircraft took to the skies there has been incidents and accidents. Each one presents an opportunity to gain experience. Tragic though they maybe, if there’s a positive outcome, it’s that measures are put in place to try to prevent similar occurrences happening again. This doesn’t aways work but it works often enough to make it the intelligent way forward. When that learning doesn’t take place, the result is condemnation and outcry[1].

So, imagine a situation where Party A has a rule that comes from a tragic aviation event and Party B does not have that rule, or see the need for that rule. Equally, where Party A is eliminating a rule that Party B views as a judicious measure for managing aviation safety risk.

Clearly, where safety is the goal, the harmonisation of technical requirements is not a trivial matter. Disagreements can put stress on relationship. It can from time-to-time cause people to walk off the playing field. To use an expression that became real at the 2025 Africa Cup of Nations football final. When the application of international rules doesn’t go the way people would like the results can be testing.

What I’m alluding to here is the early days of the technical harmonisation work that was done within what was then called the Joint Aviation Authorities (JAA) in Europe. And how that work interleaved with the work that was done to harmonise rules across the North Atlantic.

People did indeed walk off the playing field. One or two of them became ardent anti-Europeans. Maybe it was easier for younger technical staff to accommodate change. Nevertheless, each step that was taken to change or eliminate additional national technical requirements created tension. Maintaining sight of the greater goal of mutual benefit was demanding work. In fact, technical harmonisation is demanding work and always will be as such.

Across boundaries circumstances differ. My analogy is that of saying that it is no surprise that the Netherlands maybe concerned about bird strikes and overwater helicopter operations. At the same time Switzerland maybe more concerned about mountain waves and high-altitude helicopter operations. Each concern needs to be met. Priorities may vary.

Recent headlines saying: “Trump Says He Is ‘Decertifying’ Bombardier Aircraft In US[2]” has a sour ring about it. Political pressure should not be the driver of aviation safety technical rules. It’s perfectly reasonable for aviation entities to compete aggressively in the commercial world. It’s idiocy to compete on aviation safety grounds. This is not new learning. This has been the case for at least the last half a century.

POST: A view Gulfstream Confirms Delay over Canadian Type Certification of Business Jets | Aviation International News


[1] https://www.ntsb.gov/news/press-releases/Pages/NR20260127.aspx

[2] https://aviationweek.com/business-aviation/aircraft-propulsion/trump-says-he-decertifying-bombardier-aircraft-us

North Atlantic Airspace and Trade

Back to Greenland. A cold, cold land of mountains, snow, and ice. Next door to Iceland. I agree, the naming of places doesn’t make a lot of sense. Perhaps Greenland should be Iceland. And Iceland should be Fireland. Just under the Earth’s crust molten rock sits. It waits for the opportunity to come to the surface.

Iceland is highly volcanic. A land that’s growing and ripping itself apart at the same time. It sits on the Mid Atlantic Ridge[1]. The North American and Eurasian plates are moving away along the line of the Mid Atlantic Ridge. This is global geography. Not economic or social geography but the physical stuff. Ironically, considering the News, the North American plate is moving westward, and the Eurasian plate is moving eastward. Don’t worry this movement is slow.

When flying it’s usually faster to travel East than it is to travel West. A fast-moving band of air known as the jet stream[2] whizzes across the Atlantic. It represents that boundary between the cold polar air and the warmer southern air. The airspace of the North Atlantic (NAT)[3], which links two great continents is busy. There are seven Oceanic Control Areas (OCAs). US, Canada, Norway, Greenland (Denmark), Iceland, Ireland, and The Azores (Portugal) all have a role to play.

Back in the mid-1990s, I worked on Reduced Vertical Separation Minimum (RVSM). Looking at aircraft altimetry to determine what accuracy requirements would permit a change in separation standards. These standards, and the manual that goes with them are the responsibility of the ICAO European and North Atlantic Office in Paris. Yes, that’s Paris, France.

Given the arguments put forward by US President Trump, and his supporters, it does seem surprising that only Greenland is of interest. In aviation what happens across the North Atlantic, all the way up to the North Pole, depends on seven sovereign countries working together.

I’d say if there’s reason to be suspicious or concerned about one of them in terms of their capability, security measures, or vulnerability, what about the rest?

Whether goods or travellers go by air or by sea, across the Northern Atlantic, the success of their journey depends on communication, collaboration, and cooperation between sovereign countries. Without conflict of a major kind, it would be difficult for one country to take over that space.

I also did work on guidance material for Polar Navigation[4]. In the polar region, magnetic heading is unreliable or useless for aircraft navigation. Thus, it’s important to have other suitable accurate sources of navigation to be able to plan a flight over the top of the Earth. Aircraft communication is an issue too.

Russian airspace may be closed but this does not stop airlines flying over the pole. Finnair goes to Japan over the North pole[5]. Meticulous planning is needed to make theses flights safe.

Anyway, my point is that much of the commotion over Greenland’s fate tends to ignore the complexities of international trade and travel. At all stages international standards, communication, collaboration, and cooperation are essential regardless of who you are.


[1] https://www.geolsoc.org.uk/Plate-Tectonics/Chap3-Plate-Margins/Divergent/Mid-Atlantic-Ridge.html

[2] https://weather.metoffice.gov.uk/learn-about/weather/types-of-weather/wind/what-is-the-jet-stream

[3] https://skybrary.aero/articles/north-atlantic-operations-airspace

[4] https://www.faa.gov/sites/faa.gov/files/2022-11/Polar_Route_Operations.pdf

[5] https://www.finnair.com/gb-en/bluewings/world-of-finnair/flying-over-the-north-pole–well-planned-is-half-done–2557656

What to Expect

What’s going to happen in 2026? Predictions are always more a matter for the ancient Greek Gods than mere mortals but here goes. For the world of civil aviation:

Global air traffic will continue to grow,

Large hub airports will continue to expand,

Commercial air travel safety improvement will stagnate,

Electric air taxis will become a reality,

Pontification about the next generation of single aisle aircraft will continue,

Impacts of climate change will increase,

Blows to climate action will be slowly reversed,

AI breakthroughs will continue but adoption will slow,

Drone technology will advance at pace,

More airspace will be subject to conflict warnings,

Volatility and instability will plague the commercial manufacturing sector,

Regulatory harmonisation will struggle to advance,

And for certain, the United States will formally mark its 250th birthday.

Some pluses and some minuses. It will not be a dull year.

Globally the future of civil aviation is a healthy one. Propensity to travel is deeply ingrained in our ideas of development and growth. The complexities of adopting innovations are not new to the aviation industry. What may be new is finding a workforce that is as captivated by aviation as past generations. To train, induct them and offer them the attractive careers paths that compete with other fields. Anticipation of potential technology transformations often lacks a vision for the people who will make them possible.

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.

Navigating Aviation

Each profession has a way of speaking. This is not usual. Just try reading a long-winded contact on any subject. There are lots of references to a “third party” and more than one. Copious uses of the word “herein”. A good sprinkling of “hereby” and “foregoing”.

I don’t speak those words. If I used them in everyday conversation, I’d get locked-up. Nevertheless, these English words are universally applied to common legal documentation. The hundreds of End User License Agreement (EULA) that we all sign up to, whether we know it or not, apply legalese language liberally [love the alliteration].

Aeronautical people are no different. I could have said aviation people or professional flying people. There’s the rub. Even to say the same thing, there are a myriad ways of saying it.

One major problem that we all encounter, now and then, is having to work with a community that uses language in a different way from ourselves. I’m not talking about language as per dictionary definitions of words and standard English grammar. For good or ill, English opens the door to a numerous of ways of saying basically the same thing.

Professional English users, as I have alluded to above, choose their own pathway through the possibilities. English is not alone in facilitating this variability of expression.

I once worked in Bristol. A Filton. A large aircraft factory with an immense heritage. That included the Concorde project. Here both British and French engineers had to work closely together on a huge joint venture. It succeeded. Supersonic flight was commercialised.

One of the delightful little books I picked up from that time was a handy English/French dictionary of aeronautical terms. Those in common usage at an aircraft factory of the 1970s. To communicate effectively it was recognised that technical words needed to be explained.

What I’m noting now is this reality hasn’t gone away. For all the imaginative language Apps that might grace my mobile phone, there’s still a need to explain. This gets even more important when it’s a specific aviation community that is being discussed.

How do people from other communities get what regulatory people are saying when it’s perfectly obvious to them what they are saying? Take a banker or financier that wants to invest in electric aviation because they believe the future points that way. They come across bundles of jargon and precise terms that are not found in everyday conversations. Not to say that the world of money doesn’t have its own langauage.

In aviation there’s not only particular words with detailed meanings but a raft of acronyms. Combinations of words that are easily expressed as a package of letters. Then the short, sweet acronym surpasses the original text.

SMS, POA, DOA, ODA, OEM, TSO, TC, ICA, CofA, SUP, FDM, FAR, CS, NPRM, NPA, AC, AMJ, ACJ, GM and I can go on and on.

Maybe we need a Sub Part – better understanding.

Safety Differences

Are the safety standards for all large aeroplanes the same? No, they are not. I’m never sure if the public naively expect this to be the case. I’m sure it’s not something that goes through the mind of every air traveller. Looking up at an aeroplane, flying overhead, this is not a thought that instantly comes to mind. Even watching them take-off and land at a busy airport.

A large aeroplane is a large aeroplane – surely. Well, not exactly. Several issue come into play when addressing the safety standards for large civil transport aeroplanes. For example, when did the type of aeroplane first go into service? What is it being used for? Where is it flying to? How many people are on-board?

One place to start with any discussion on this subject is with the basics. For a start an aeroplane is heavier than air and its power driven. Immediately, two important factors pop out of that definition. One: weight counts. Two: operating engine(s) are needed.

Almost lost in the mists of time are the reasons for dividing the world of transport aeroplanes into two categories. Simply called – large and small.

Underlying this basic categorisation is an historic assumption. This is an assumption upon which civil aviation safety regulation has been built. Namely, that efforts need to be made to ensure large aeroplanes are safer than small aeroplanes. One way of looking at this is to consider a spectrum of risk, and several parameters of concern.

Let’s start with the question above – what is it being used for? A transport aeroplane can be used to carry cargo or passengers, often both. The number of crew and passengers carried can range from 1 to 850[1]. In fact, for large aeroplanes, there’s no upper limit written into international standards. However, the term “very large aeroplane” is coined for the upper end of weight or passenger numbers carried. Sadly, the very largest of these very large aeroplanes (cargo), the Antonov An-225 Mriya, was destroyed by war.

Although, a matter of primary concern is the number of passengers carried, and therefore at risk in the event of an incident or accident, the main dividing line in the regulatory landscape between large and small aeroplanes is weight.

To some extent this has a foundation. It could be viewed that in the event of an incident or accident any resulting impact will be more severe the greater the weight of the aeroplane. This is where a parameter called the MTOW, or Maximum Take-off Weight, comes in. This number includes the total weight of an aeroplane, crew, fuel, passengers, and cargo.

Today, we divide the world of large and small aeroplanes based on MTOW. Yes, the maximum number of passengers that can be carried comes into the equation too. The question I have is, should that be the number one consideration?


[1] https://www.airwaysmag.com/legacy-posts/top-10-largest-passenger-aircraft

Exploring Airworthiness Knowledge

How many good books are there on aircraft airworthiness? I don’t suppose a lot of people are going to ask that question. General introductions to airworthiness are not necessarily bedtime reading. This thought came to my mind, this week, because I had some time to kill in a library. A particularly technical library in London[1]. It’s at the Institute of Engineering and Technology (IET).

Sited in a grand building on the banks of the River Thames. Savoy Place, as the name suggests, is next door to the famous hotel of the same name. What marks it out is a large statue, not of some long-forgotten stage actor or army general, but that of Michael Faraday[2]. His contribution to the modern world is enduring and undeniable.

I’ve been a member of this august engineering institute since my student days in the early 1980s. Then it was known as the IEE. One “E” being for Electrical. Our lectures encouraged us students to join and once done so they have us for life. Members worldwide have access to their books, databases and standards.

I could draw a thread between Faraday’s work and 21st century aviation. It’s a mighty wide thread and one that’s growing all the time. There are so many aspects of electromagnetism embedded in aviation. For example, without electric motors and servos, we’d still be controlling aircraft with strings and wires. Fine, hydraulics play their part too.

Technology has moved on. It continues to move. Electrification is displacing hydromechanical systems. The age of electric propulsion is getting closer as developers experiment with a myriad of different configurations of motors for different new aircraft types. More and more electrical power is needed to make modern aircraft tick.

In the IET’s library there are a few books with the word “airworthiness” on the cover. It’s a distinct niche. More often technical references contain huge amounts of material that concern or impact airworthiness, but the word itself is reserved for the more discerning.

One I picked off the shelf was “Airworthiness: An Introduction to Aircraft Certification and Operations” by Filippo De Florio[3]”. For me it’s full of familiar material. I was surprised at the level of detail and range of coverage. In its latest version, it’s reasonably up-to-date too.

One book that was not on the IET’s shelf is “Initial Airworthiness: Determining the Acceptability of New Airborne Systems” by Professor Guy Gratton. I believe he’s updating this book now.

There was a copy of “Aircraft System Safety: Assessments for Initial Airworthiness Certification” by Duane Kritzinger. Again, for me it’s full of familiar material.

Another book that was not on the IET’s shelf is “Aircraft Continuing Airworthiness Management: A Practical Guide for Continuing Airworthiness Engineers” by Daniel Olufisan.

What I’m wondering now is how many other contemporary books are there on this subject. That is up-to-date references. Yes, I know I could do a quick search to turn up an easy answer but that tells me nothing of the quality of the publications. All four above are worth a read.

Help me out with some suggestions – please.


[1] https://www.theiet.org/membership/library-and-archives

[2] https://www.faraday.cam.ac.uk/about/michael-faraday/

[3] https://www.amazon.co.uk/Airworthiness-Introduction-Aircraft-Certification-Operations/dp/0081008880