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Homepage / Publications & Opinion / Archive / Articles, Lectures, Preprints & Reprints![]() The single biggest problem we face is that of visualisation Richard P Feynman, Los Alamos 1945 Prologue 'Mathematics is often defined as the science of space and number ... It was not until the recent resonance of computers and mathematics that a more apt definition became fully evident: mathematics is the science of patterns' The purpose of mathematics, its application, relevance, and teaching is a source of constant debate. In reality it is a subject driven by the need to understand. Whether it is for pure science, logic, philosophy, engineering or economics, the quest is the same: a search for clarity, truth, understanding and precision. Despite being driven by the need to find solutions to real problems, mathematics has, in most respects, been ahead of practical applications. Today, we can see evidence of this historically advantageous situation gradually being eroded and reversed. 'The art of asking the right questions in mathematics is more important than the act of solving them' Many of the problems we now address are non-linear and chaotic, and defy our tried and tested mathematics. Curiously then, our education system still concentrates on feeding students a diet of linear problems with convenient closed form solutions. Not surprisingly students form a picture of a universe as depicted in Fig 1(a). Only later, and mostly in industry, do they discover that their universe a sea of non-linearity Fig 1(b). So perhaps we should not be surprised at the general confusion and misunderstanding in the mass of society on matters mathematical. Even in well-educated groups the level of misunderstanding and expectation rests firmly on the misguided assumption that prediction with precision is always a reasonable possibility. The reality is that modelling our world is inherently complex as the simplistic realm of well behaved linear convenience has long been overtaken! 'The power of dealing with numbers is a kind of "detached lever" arrangement, which may be put into a mighty poor watch. I suppose it is about as common as the power of moving the ears voluntarily, which is a moderately rare endowment' Olive Wendell Holmes This is compounded by the small percentage of the population able to grasp even the most fundamental aspects of non-linear dynamics. The decision makers who impact on all our lives - those in positions of power and control - often lack any understanding. But at a more fundamental level, to have a work force and influential people generally ignorant in mathematics severely limits the progress of society. Without such skills, decision making becomes increasingly flawed, leading to under-achievement, and reduced wealth creation. How then are we to teach and educate people to use the power of mathematics as we move to the 21st century? Society Speed Up Not surprisingly then, education is under pressure to radically change. Publicly we lament the decline in standards whilst continually changing the curriculum to cram more into a fixed internship, and fudge the figures to make it all look more egalitarian. Just 30 years ago 1 in 15 of our young people entered university, today it is 1 in 3. However, they have not grown any smarter in the intervening period, so the net result has been a watering down of standards. In an ideal world we would have streamed them into ability groups, injected more individual tuition, and expanded the teaching time. In truth we have gone in the opposite direction. Even if technology offers new solutions it seems clear that there is an increasing need for a foundation layer of basic understanding across a broad front. We need late, rather than early, specialism to realise medics, lawyers, managers, and politicians who understand systems and mathematics. Good-Bye Stability 'Computers are useless, they can only give you answers.' Give a child the option of a book or a multi-media encyclopaedia, and watch them choose the electronic version! Watch the child at home working on an interactive CD based learning package, and see a 50% speed increase in their learning process, and an 80% improvement in retention. Watch the same child at school trying to get individual attention in a crowded class where the IT is 5 years old, feared by the teacher or non-existent. See the university student with a lap top in their room and watch their progress. See a student without this facility struggle to get enough time on university machines. Observe those without IT skills and you are watching - a dying species! Today's distinct and separate education sector will become increasingly tenuous as community and customer requirements begin to undermine current frameworks. Organisations designed to cope with stable environments, and limited flows of information will find it increasingly difficult to survive. This new turbulent phase will trigger the absorption of education into a new Edutainment industry. Technology 'For those, like me, who are not mathematicians, the computer can be a powerful friend to the imagination. Like mathematics it doesn't only stretch the imagination. It also disciplines and controls it' So, we now face something of a dichotomy as the human mind is fundamentally incapable of formulating many complex problems, processing them and providing answers using paper and pen. Whilst computing power can analyse, synthesise, model, and solve problems of staggering complexity, in so doing they very often mystify even the well educated. Understanding is often lost in sophistication, and in short, we are often data rich and information poor! 'Mathematics is often defined as the science of space and number ... It was not until the recent resonance of computers and mathematics that a more apt definition became fully evident: mathematics is the science of patterns' Education - Past In my professional life things became more interesting and rewarding. I found that "handle turning" had at least equipped me to expect to perform steps '1' to 'n' before an answer would appear. At this stage I focused on the inner mechanisms to gain an understanding of the processes. As a result I found mathematics to be far more enjoyable - and beautiful! Bertrand Russell 'Helmholtz - the physiologist who learned physics for the sake of his physiology, and mathematics for the sake of his physics, and is now in the first rank of all three' Education - Future Turning the complex into animated, 3D, colour, pictographic forms gives a new means of understanding often invisible physical and abstract situations. It almost certain that visualisation technology holds the vital key to creating a generalised understanding of the non - linear (Fig 3). 'Who knows what secrets of nature lay buried in the terabytes of data being generated each day by physicists studying the results of numerical simulations or the image of a distant galaxy. Given the volume and complexity of scientific data, visualisation in the physical sciences has become a necessity in the modern scientific world' In a recent R&D programme the thorny problem of understanding a large software programme of 1.6M lines of code was tackled. By mapping areas of activity on a plane (Fig 4) it became obvious that vast tracts of code were seldom if ever used. The suspicion was that successive teams of software writers had invoked the "if it works, don't touch it"; maxim beloved of the industry. In a second mapping (Fig 5), the amount of activity was reflected as rotating coloured 3D spheres, connected by pipes of interaction. This revealed for the first time, and has subsequently been confirmed, that large software suites strongly resemble neural networks. So the problem seems to be that software and neural networks are strongly related. In fact, they may even be the same - both are inherently non-linear, and lack any general theory. A powerful result through simple visualisation! 'Mathematicians are like Frenchmen: whatever you say to them they translate into their own language, and forthwith it is something entirely different' On a simpler note I vividly remember my introduction to Maxwell's equations as a student where my entire understanding was dictated by the limited artistry of a mathematician. This involved the use of coloured chalks and sketches representing 3D and 4D on a 2D blackboard! Today that same problem can be represented on an animated computer screen the difference is stunning - but would be no more than planar on this passive paper! With such tools understanding is achieved far faster, and more effectively. The same is true of turbulent flow, transformations, chaos, catastrophe and much more that is conceptually difficult to grasp. A static picture in black and white, or indeed an equation, are insufficient for the human mind to visualise the subtleties of interaction encountered (See: Interesting Sites to Visit). We can no more understand the underlying mathematical and physical processes than we could have predicted the big bang without a telescope! Virtual Reality VR also offers significant potential as a mathematical tool, and for many, it augments the left-right brain connect so vital to understanding. This may in turn signal the early demise of the well established mathematical paradigm. Perhaps it will soon no longer be the preserve of a knowledgeable elite! For many situations, we can now view and handle functions in a new way as they are no longer frozen in time and space, but animated by real time interactivity. This raises the possibility of the poorly apt or educated being able to gain direct understanding through 'hands on' experience. This could be both advantageous and dangerous. Alone and unaided it is easy to draw the wrong inferences and conclusions, but with educated help, the full power can be realised. 'There is an astonishing imagination, even in the science of mathematics...We repeat, there was far more imagination in the head of Archimedes than in that of Homer' New Dangers Approximations During my engineering education I had the benefit of a number of Professors who imparted numerous wisdoms including the notion of the good approximation. In fact, getting an approximate answer was essential during the early days of computers due to the cost of processor time (can anyone remember paying for computer time?). Without a focused effort, vast amounts of money could be expended to no avail. A good approximation allowed a focus on the area of interest and gave a faster return. Today, few people bother because computing power is so cheap that it does not matter. In my own case, I rarely use a pocket calculator, but resort to a spreadsheet for even the most mundane and simple of calculations. I have not lost the ability to perform mental arithmetic, but I have become extremely adept at using computer power, even though it may be a back hoe digger to crack a walnut! How then are we create future generations knowledgeable in mathematics, and able to use the available tools and interpret the results correctly? I think the problem now starts with teachers and parents who wince at the very thought or use of the word mathematics. Mathematics can be fun, and indeed, for many of us it is fun. Unfortunately for most, the time taken to get to the point where they might discover this is far too precious. They either lose interest through a blindness to the need, or perhaps worst of all, sheer boredom imparted by the people teaching the topic. 'Blindness to the aesthetic element in mathematics is widespread and can account for a feeling that mathematics is dry as dust, as exciting as a telephone book ... On the contrary, appreciation of this element makes the subject live in a wonderful manner and burn as no other creation of the human mind seems to do' Software For the professionals too there are now an abundance of mathematical and visualisation tools that give instant skills (See: Interesting Sites to Visit). The real challenge is getting the right advice and guidance - just in time. Interestingly, a number of institutions now run MSc courses straight from the lecture theatre to the desk. By using multi-media technology and telecommunications, the expert of your choice can be on your screen. In my company our internal MSc and MBA courses use a mix of technology and traditional teaching methods - it works. Perhaps the most revolutionary step here is the ability to access the best of the best at reasonable cost. Why have a second rate professor when you can get the best? This all offers a solution to a long standing problem. Can I get access to the mathematical expertise to solve my current problem in real time? With the right computer terminal, and network connection it is now possible - it has been tried and it works! Finally, we should expect an increasingly pictographic, interactive and virtual world to predicate radical changes in mathematical representation. The ultimate challenge is to achieve faster and higher levels of understanding for an audience with inherently less time availabile and shorter attention spans. Electronic visualisation is currently the only available tool. 'Mathematics is the only infinite human activity. It is conceivable that humanity could eventually learn everything in physics or biology. But humanity certainly won't ever be able to find out everything in mathematics, because the subject is infinite. Numbers themselves are infinite' About The Author He received the Queen's Award for Innovation & Export in 1990; the Martlesham Medal for contributions to fibre optic technology in 1994; the IEE Electronics Division Premium in 1986, Computing and Control Premium in 1994, the IERE Benefactors Prize in 1994, and the James Clerk Maxwell Medal in 1995. Interesting Mathematical Sites To Visit Bibliography |
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