Derivative Calculator

Question

I'm interested in building a derivative calculator. I've racked my brains over solving the problem, but I haven't found a right solution at all. May you have a hint how to start? Thanks

I'm sorry! I clearly want to make symbolic differentiation.

Let's say you have the function f(x) = x^3 + 2x^2 + x

I want to display the derivative, in this case f'(x) = 3x^2 + 4x + 1

I'd like to implement it in objective-c for the iPhone.

Solution 1

I assume that you're trying to find the exact derivative of a function. (Symbolic differentiation)

You need to parse the mathematical expression and store the individual operations in the function in a tree structure.

For example, x + sin²(x) would be stored as a + operation, applied to the expression x and a ^ (exponentiation) operation of sin(x) and 2.

You can then recursively differentiate the tree by applying the rules of differentiation to each node. For example, a + node would become the u' + v', and a * node would become uv' + vu'.

Solution 2

you need to remember your calculus. basically you need two things: table of derivatives of basic functions and rules of how to derivate compound expressions (like d(f + g)/dx = df/dx + dg/dx). Then take expressions parser and recursively go other the tree. (http://www.sosmath.com/tables/derivative/derivative.html)

Solution 3

Parse your string into an S-expression (even though this is usually taken in Lisp context, you can do an equivalent thing in pretty much any language), easiest with lex/yacc or equivalent, then write a recursive "derive" function. In OCaml-ish dialect, something like this:

let rec derive var = function
    | Const(_) -> Const(0)
    | Var(x) -> if x = var then Const(1) else Deriv(Var(x), Var(var))
    | Add(x, y) -> Add(derive var x, derive var y)
    | Mul(a, b) -> Add(Mul(a, derive var b), Mul(derive var a, b))
    ...

(If you don't know OCaml syntax - derive is two-parameter recursive function, with first parameter the variable name, and the second being mathched in successive lines; for example, if this parameter is a structure of form Add(x, y), return the structure Add built from two fields, with values of derived x and derived y; and similarly for other cases of what derive might receive as a parameter; _ in the first pattern means "match anything")

After this you might have some clean-up function to tidy up the resultant expression (reducing fractions etc.) but this gets complicated, and is not necessary for derivation itself (i.e. what you get without it is still a correct answer).

When your transformation of the s-exp is done, reconvert the resultant s-exp into string form, again with a recursive function

Solution 4

SLaks already described the procedure for symbolic differentiation. I'd just like to add a few things:

• Symbolic math is mostly parsing and tree transformations. ANTLR is a great tool for both. I'd suggest starting with this great book Language implementation patterns
• There are open-source programs that do what you want (e.g. Maxima). Dissecting such a program might be interesting, too (but it's probably easier to understand what's going on if you tried to write it yourself, first)
• Probably, you also want some kind of simplification for the output. For example, just applying the basic derivative rules to the expression 2 * x would yield 2 + 0*x. This can also be done by tree processing (e.g. by transforming 0 * [...] to 0 and [...] + 0 to [...] and so on)

Solution 5

For what kinds of operations are you wanting to compute a derivative? If you allow trigonometric functions like sine, cosine and tangent, these are probably best stored in a table while others like polynomials may be much easier to do. Are you allowing for functions to have multiple inputs,e.g. f(x,y) rather than just f(x)?

Polynomials in a single variable would be my suggestion and then consider adding in trigonometric, logarithmic, exponential and other advanced functions to compute derivatives which may be harder to do.

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