Symbolic expression bounds
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I have a symbolic expression (the real expression can be anything the Symbolic Toolbox supports) but for example we can use the following:
expr = sym('a + b')
Also, I know that a and b are integers and that their "legal" values go from 1 to 7.
I would like to figure out what are the bounds of expr. In this case, the min value would be 2 and the max value would be 14.
Is there any way to do this type of analysis?
Thanks Joan
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Walter Roberson
2011-6-1
Unfortunately there is no theoretical way to do that for arbitrary expressions.
For the special case of linear operations, you can use the linear minimizer or maximizer: see http://www.mathworks.com/help/toolbox/mupad/linopt/index.html
More generally for expressions in one variable, you would differentiate the expression, find the zeros of that, differentiate the expression again, evaluate at the zeros to determine whether you are looking at a min, max, or saddle point. Solving for the zeros might be difficult or impossible though...
For expressions in multiple variables, the question of the range becomes equivalent to the question of finding the global extrema. It is known that there is no general algorithm for that, but there are some classes of expressions that it can be solved for.
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Walter Roberson
2011-6-2
I am not sure of the best way to express negation in MuPad's solve()
Perhaps something like,
EXPRESSION minus LowValue..HighValue <> {}
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Andrew Newell
2011-6-1
It makes little sense to use the Symbolic Toolbox for such an operation because comparisons like max and min are not allowed on symbolic objects and it is trivial to do in MATLAB:
a = 1:7;
b = 1:7;
min(a+b), max(a+b)
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Walter Roberson
2011-6-2
If the user is allowed to type in "any symbolic expression they want" then they could, for example, put 1/(a^d + b^d - c^d) as one of the sub-terms. This is a rational number for all a, b, c, d positive integers, d>=3, if and only if Fermat's Last Theorem holds, and otherwise could become 1/0 . Is your formal verification system prepared to prove Fermat's Last Theorem?
Likewise a similar technique could be used to express the Riemann Zeta function and make assertions about its values.
You have to restrict operations and functions called by quite a bit in order to hope to be able to reliably do formal verification.
Andrew Newell
2011-6-2
If you have a pre-determined set of variables and a finite number of possible values for them, you might be able to use an approach like this:
- Create a function out of the expression using matlabfunction.
- Feed all possible values of the variables into your function and find the min and max.
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