Lecture Summaries
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lecture 2 or lecture 3.
- Approaches to problem-solving:
- Recipe-based: follow a pre-defined series of steps which
should eventually lead to a solution
- works well for a specific class of problem
- cannot be generalised to other problems, even if quite closely related
- not, in general, transferable to real-world situations
- Conclusion: use where appropriate, but not universally
applicable
- Equation-based: try to remember an equation that seems to
include the right variables, and apply it
- if applied without first understanding the physics, absolutely
no guarantee that the equation is actually relevant!
- as different quantities can be represented by same symbol, equation
may not even really refer to same variables (e.g. m in
astronomy may be either mass or magnitude)
- Conclusion: thoroughly bad idea, use only if utterly desperate
(and even then, apply checks to ensure that at least your quantities
have the right dimensions and behave in sensible ways)
- Systematic: work out what's going on, identify applicable
physical principles, then invoke relevant physical laws to solve problem
- requires thought, so likely to be slower than the recipe-based approach
if the problem is one for which you have a recipe
- general – can be applied to any type of problem, even one
you've never seen before
- transferable – can be applied to problems outside physics
- does require practice, and understanding of physical principles
- Conclusion: the most difficult and probably least intuitive
approach, but the one most likely to work for the majority of problems
- The systematic approach to problem-solving
-
- Model the situation, using diagrams to help you think
through exactly what is happening and what physical laws are involved.
- Formulate the problem, converting your conceptual model
into equations using the appropriate laws of physics.
- Solve the equations, first symbolically, and then
inserting numbers if required.
- Check that the result makes sense: does it have the
correct dimensions, does it behave well in easy-to-analyse special
cases, is it numerically reasonable?
- Key ingredients:
-
- Draw a diagram – this will (almost) always help you to
see what is going on
- Work in symbols – this allows you to check the dimensions
of your equation, and to see what happens if you use different numbers
(checking special values)
- Always remember to check your result – everybody makes
mistakes, but smart people find and fix them before they do any harm!
- Practise – it's the only way to improve your skills.
- Dimensional Analysis
- Principle: if you add, subtract or equate variables, they must have
the same dimensions (or units)
- Uses:
- checking algebra – if you have derived an expression for,
say, a force, it had better have the dimensions of force
- checking memory – if you are not sure you have remembered
an equation correctly, checking dimensions may help (but see below)
- deducing functional dependence – if you know (or can guess)
what variables your desired quantity is likely to depend on, constructing
a combination with the right dimensions will tell you the form of the
dependence
- making order-of-magnitude estimates – if you can deduce
the dependence of your quantity on fundamental constants such as
c, e, G etc., you can estimate its numerical value
by assuming that the constant of proportionality is 1
- Limitations:
- insensitive to pure numbers: πr2 and
4πr2 have the same dimensions
- getting the dimensions right won't stop you from getting the
units wrong: hc/λ has the correct dimensions for
energy (check!), but if you have λ in nm instead of m you
will still get the wrong answer
- Method:
- Express all quantities in terms of basic dimensions mass,
length, time, charge
(or current) and temperature
- Collect powers
- if checking a result, confirm that the powers match
- if deriving functional dependence, solve resulting set of
simultaneous equations
- Recall that arguments of functions are pure numbers
- so if your equation contains sin(kx) or ekx,
dimensions of k must be 1/length
- Dimension checks are always worth doing: never take very long, catch
many common algebraic mistakes (e.g. forgetting to square something)
- Special Values
- Many problems are easy to understand in special
cases
- maybe when one quantity is very large or very small
(extremes)
- maybe when two are equal (symmetry)
- Also it is usually easy to see the effect of changing a
variable
- will increasing x increase or decrease y?
- Use both of these to check whether your result is acting in
a sensible way
- can find errors that dimensional analysis can't find, e.g. upside-down
ratios, missing minus signs
- Scaling
- Use ratios to go from one numerical result to another.
- you don't need to know the value of any numerical constant
- complementary to dimensional analysis (which gives you functional
dependence but not numeric constants)
- can also be used to simplify calculations (and hence reduce risk
of making mistakes)
- Power series expansions of common functions can be
useful in simplifying calculations
- Applications:
- derivations may rely on them, e.g. small angle approximation for simple
pendulum
- can also make numerical calculations simpler to do and easier to check
- in some cases may even be required to achieve necessary precision
(because a very large number may cancel out)
- Know the most useful ones:
- sin θ = θ - θ3/3! + ...
- cos θ = 1 - θ2/2! + ...
- (1 + x)n = 1 + nx + ...
In general
- f(x+Δx) = f(x) + Δx f'(x) + (Δx)2 f''(x)/2!
+(Δx)3 f'''(x)/3! + ....
where f'(x) = df/dx etc.
- Other useful checks for numerical calculations:
- Recognise when the final value is "obviously wrong"
- speeds > c
- scale wrong for context of question (e.g. interatomic distances should
not come out in centimetres – and neither should interstellar
distances!)
- not in accord with experience (if calculation refers to everyday
events) – e.g. braking distance for a car really shouldn't
come out as three miles (though it might for a supertanker)
- Count up powers of 10
- e.g. suppose you're asked to estimate how much solar energy falls
on 1 m2 of the Earth's surface (perhaps for a question on
solar cells)
- you look up the Sun's luminosity, 3.8x1026 W, and the
Earth-Sun distance, 1.5x1011 m, and apply equation
flux = L/4πr2
- so: the 3.8 and 4 approximately cancel,
1026/(1011)2 = 1026-22
= 104, and the πx1.5x1.5 must be nearly another
factor of 10
- conclude result should be about 1000 W m-2
(it's actually 1370 or so)
This is a good way to spot forgotten powers (e.g. forgot to square r in
the above example)
- Don't assume that a number is right "because that's what the
calculator says" – errors in entering calculations into calculators are
a common source of lost exam marks!