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Symbolic Differentiation

, 6 Mar 2008
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This article demonstrates differentiating expressions using a stack and displaying the input expression and its derivative.
Sample Image - Differentiation.jpg

Contents

Introduction

In this article, I describe how we can parse a mathematical expression and identify its elements. I chose a simple application of a symbolic differentiation as an example, to add more value to the article and to give maximum benefit to the readers. The application, as in the previous figure, includes a simple grid to draw an input curve and its differentiation in the same view. I will not dig into the mathematics, as that is out of the article scope. I will just include a definition of the derivative in the next section. If you are not interested in the math, you can skip it.

Differentiation Definition

The derivative of a function can be interpreted either as a function whose value at x is equal to the gradient of the tangent line to the graph of y=f(x) at x, or, alternatively, as a function that describes the instantaneous rate of change of y with respect to x at the point x. The derivative of f with respect to x can also be denoted by:

d(f(x))/dx,
or if y = f(x), dy/dx

Differentiation Formulas

Serial Expression Derivative Remarks
u+v du/dx+dv/dx
u-v du/dx-dv/dx
u/v (v*du/dx-u*dv/dx)/v^2
u*v u*dv/dx+v*du/dx
c*u c*du/dx c is constant
u^v v*u^(v-1)*du/dx+u^v*ln(u)*dv/dx
u^n n*u^(n-1)*du/dx n is real
c^u c^u*ln(c)*du/dx c is constant
e^u e^u*du/dx e = 2.7182818284590452353602874713527
1 sin(u) cos(u)*du/dx
2 cos(u) -sin(u)*du/dx
3 tan(u) sec(u)^2*du/dx
4 sec(u) sec(u)*tan(u)*du/dx
5 cosec(u) -cosec(u)*cot(u)*du/dx
6 cot(u) -cosec(u)^2*du/dx
7 sinh(u) cosh(u)*du/dx
8 cosh(u) sinh(u)*du/dx
9 tanh(u) sech(u)^2*du/dx
10 sech(u) sech(u)*tanh(u)*du/dx
11 cosech(u) cosech(u)*coth(u)*du/dx
12 coth(u) -cosech(u)^2*du/dx
13 asin(u) 1/sqrt(1-u^2)*du/dx
14 acos(u) -1/sqrt(1-u^2)*du/dx
15 atan(u) 1/(1+u^2)*du/dx
16 asec(u) 1/(|u|*sqrt(u^2-1))*du/dx |u| is abs(u)
17 acosec(u) -1/(|u|*sqrt(u^2-1))*du/dx |u| is abs(u)
18 acot(u) -1/(1+u^2)*du/dx
19 asinh(u) 1/sqrt(u^2+1)*du/dx
20 acosh(u) 1/sqrt(u^2-1)*du/dx
21 atanh(u) 1/(1-u^2)*du/dx
22 asech(u) -1/(u*sqrt(1-u^2))*du/dx
23 acosech(u) -1/(u*sqrt(1+u^2))*du/dx
24 acoth(u) 1/(1-u^2)*du/dx
25 sqrt(u) 1/(2*sqrt(u))*du/dx
26 log10(u) 1/(u*ln(10))*du/dx
27 log(u) 1/u*du/dx
28 ln(u) 1/u*du/dx
29 sign(u) 0
30 abs(u) u/|u|*du/dx |u| is abs(u)

Mathematical Expression

A mathematical expression includes numbers, operators, functions, variables and operators. Operators include +, -, *, / and ^. Functions are like sin(x) and variables are like x. Our target here is to identify each element and to get the right differentiation rule applied to that element or a group of elements.

Expression examples:
sin(2*x)/x
sin(45+cos(2)/tan(x)
sign(cos(x)
32*9-8/2

Differentiation Steps

Expression Parsing to Fill Stack

Expression parsing is the process of scanning an expression to find its elements (numbers, operators, functions and variables). Each operator should have two operands; for example, take 2*12. The operator "*" has two operands: 2 and 12. Each function has its argument. For example, for sin(x), the function is sin and the argument is x. So, we should scan the expression in a specific way to identify each operator and the operands, as well as each function argument, to simplify the calculation or the differentiation.

Expression execution depends on operator precedence. If we can construct a stack of operators and operands such that each operator is followed by its two operands, 2*12 should construct this stack: "*, "2", "12". So, the calculation function checks the stack. If the item is an operator, then it takes its two operands and does the calculation for them in a recursion formula, so the whole expression can be calculated. For example, the expression:

sin(2*12)/7+9^2

...should be calculated in these steps:

  1. Calculate sin(2*12)/7
  2. Calculate 9^2
  3. Then apply the operator + for the two results
  4. To calculate point 1, we need to:
    1. Calculate sin(2*12)
    2. Calculate 7
    3. Then divide the two results
    4. To calculate point 4.1, we need to:
      1. Calculate 2*12
      2. Apply the sin function to the result
      3. To calculate point 4.4.1, we need to:
        1. Apply the operator * to the two operands 2 and 12

The function that does the scanning takes the input expression and an array of operands depending on their precedence, as in the following code:

///////////////////////////////////////////////////////////
// GetOperator: scan the input string
// to search for any of the input operators
///////////////////////////////////////////////////////////
int GetOperator(IN LPCSTR lpcs, IN LPCSTR lpcsOperators[])
{
    for(int nIndex = 0; lpcsOperators[nIndex]; nIndex++)
    {
        int nOpen = 0;
        // scan the expression from its end
        LPSTR p = (LPSTR)lpcs+strlen(lpcs)-1;
        // loop tells reach expression start
        while(p >= lpcs)
        {
            // check for close
            if(*p == ')')
                nOpen++;
            // check for open
            else    if(*p == '(')
                nOpen--;
            // check for operator
            else if(nOpen == 0 && strchr(lpcsOperators[nIndex], *p) != NULL)
                // check if the operator in not a sign mark
                if((*p != '-' && *p != '+') ||
                   (p != lpcs && IsRightSign(*(p-1),
                         lpcsOperators, nIndex+1)))
                    // return operator index
                    return (int)(p-lpcs);
            p--;
        }
    }
    // operator not found
    return -1;
}

It is obvious now that it is a recursion operation. To do that, we need to formulate the expression in a stack of operators and operands, and process that stack in a certain way to get the final result. The main steps to do that in brief are:

  • Find operators
  • Split the expression at the operator index
  • Add the two resultant operands to the stack
  • If operators are not found, then check if the expression starts with a function name

If we apply the previous steps, we will have the stack in this form:

+
/
sin(2*12)
*
2
12
7
^
9
2

To describe that in more detail, let us have a look at the code that parses the expression and fills the stack:

bool FillStack(LPCSTR lpcsInput, vector<EXPRESSIONITEM*>& vStack)
{
    // operators array from high to low
    priority LPCSTR lpcsOperators[] = { "+-", "*/", "^%", NULL };

    // insert first input into the stack
    vStack.push_back(new ExpressionItem(lpcsInput));
    // loop in Expression stack to check if
    // any Expression can be divided to two queries
    for(int nIndex = 0; nIndex < (int)vStack.size(); nIndex++)
        // check if Expression item is operator
        if(vStack[nIndex]->m_cOperator == 0)
        {
            // copy Expression string
            CString str = vStack[nIndex]->m_strInput;
            // parse expression to find operators
            int nOpIndex = GetOperator(str, lpcsOperators);
            if(nOpIndex != -1)
            {
                // split the Expression into
                // two queries at the operator index
                vStack[nIndex]->m_cOperator = str[nOpIndex];
                // add the left operand of the
                // operator as a new expression
                vStack.insert(vStack.begin()+nIndex+1,
                  new ExpressionItem(str.Left(nOpIndex)));
                // add the right operand
                // of the operator as a new expression
                vStack.insert(vStack.begin()+nIndex+2,
                  new ExpressionItem(str.Mid(nOpIndex+1)));
            }
            else
            // check if Expression string
            // starts with function or parenthesis
                if((vStack[nIndex]->m_nFunction = GetFunction(str,
                        vStack[nIndex]->m_nSign)) == 0
                        && vStack[nIndex]->m_nSign == 0)
                    // remove parentheses and re-scan the Expression
                    vStack[nIndex--]->m_strInput =
                             str.Mid(1, str.GetLength()-2);
    }
    return true;
}

No one can ever deny now that this is the simplest code you can find about mathematical expression parsing. We can collect its comments in points, as follows:

  • Insert the first input into the stack
  • Loop in the expression stack to check if any expression can be divided into two queries
  • Check if the expression item is an operator (+-*/^)
  • Parse the expression to find the operators
  • If an operator is found:
    • Split the expression into two queries at the operator index
    • Add the left operand of the operator as a new expression
    • Add the right operand of the operator as a new expression
  • Else
    • Check if the expression string starts with a function or a parenthesis
    • If a function is found, set its number in the expression data

Apply Differentiation Formulas on the Stack

Applying differentiation formulas means to iterate the stack, take each operator and apply the differentiation rule - depending on the operator - on the two operands of the operator:

Expression Derivative
u+v du/dx+dv/dx
u-v du/dx-dv/dx
u/v (v*du/dx-u*dv/dx)/v^2
u*v u*dv/dx+v*du/dx
c*u c*du/dx
u^n n*u^(n-1)*du/dx
c^u c^u*ln(c)*du/dx
e^u e^u*du/dx

If any operand is an operator, then the function is called again in a recursive way to differentiate the whole expression. The following code represents this function:

CString DifferentiateStack(vector<EXPRESSIONITEM*>& vStack, int& nExpression)
{
    ExpressionItem *pQI = vStack[nExpression++];
    if(pQI->m_cOperator)
    {
        // get left operand
        CString u = vStack[nExpression]->GetInput();
        // get left operand differentiation
        CString du = DifferentiateStack(vStack, nExpression);
        // get right operand
        CString v = vStack[nExpression]->GetInput();
        // get right operand differentiation
        CString dv = DifferentiateStack(vStack, nExpression);

        if(du == '0')    // u is constant
            ...
        else    if(dv == '0')    // v is constant
            ...
        else
            switch(pQI->m_cOperator)
            {
            case '-':    // d(u-v) = du-dv
            case '+':    // d(u+v) = du+dv
                pQI->m_strOutput = '('+du+pQI->m_cOperator+dv+')';
                break;
            case '*':    // d(u*v) = u*dv+du*v
                pQI->m_strOutput = '('+u+'*'+dv+'+'+du+'*'+v+')';
                break;
            case '/':    // d(u/v) = (du*v-u*dv)/v^2
                pQI->m_strOutput = '('+du+'*'+v+'-'+u+'*'+dv+")/("+v+")^2";
                break;
            case '^':    // d(u^v) = v*u^(v-1)*du+u^v*ln(u)*dv
                pQI->m_strOutput = '('+v+'*'+u+"^("+v+"-1)*"+ du+
                                      '+'+u+'^'+v+"*ln("+u+")*"+dv+')';
                break;
            }
    }
    else
        // get Expression differentiation
        pQI->GetDifferentiation();
    // return resultant differentiation
    return pQI->m_strOutput;
}

Optimize Equation

Optimizing the equation includes these simple steps:

  • Replace "--" with "" or "+"
  • Replace "+-" with "-"
  • Replace "((....))" with "(....)"
  • Remove any "1*"
  • Remove any "*1"
  • Remove any "^1"
  • Remove any "1*"
  • Remove unneeded parentheses

Differentiation Pseudo Code

Differentiate(input)
{
    Stack = FillStack(input)
    output = DifferentiateStack(Stack)
    Optimize(output)
    return output
}

FillStack(input)
{
    operators[] { "+-", "*/", "^%" }

    stack.push(input)
    loop( n = 1  to stack.size() )
    {
        if stack[n] is not operator
            if GetOperator(stack[n],
               operators) success
            {
                Split stack[n]
                stack.Insrt(left  operand)
                stack.Insrt(right operand)
            }
            else
                GetFunction(stack[n])
    }
}

DifferentiateStack(stack, index)
{
    if stack[index] is operator
    {
        index++
        u = stack[index]
        du = DifferentiateStack(stack, index)
        v = stack[index]
        dv = DifferentiateStack(stack, index)

        if operator = '-' or '+'
            output = du+operator+dv
        else    if operator = '*'
            output = u*dv+du*v
        else    if operator = '/'
            output = (du*v-u*dv)/v^2
        else    if operator = '^'
            output = v*u^(v-1)*du+u^v*ln(u)*dv
    }
    else
        output = stack[index++].GetDifferentiation()

    return output
}

void Optimize(str)
{
    replace "--" with "" or "+"
    replace "+-" with "-"
    replace "((....))"  with "(....)"
    remove any 1*
    remove any *1
    remove any exponent equal 1
    remove unneeded parentheses

    if str changed then
        Optimize(str)
}

ExpressionItem::GetDifferentiation()
{
    if Function then
    {
        arument = Argument(input);
        if function = SIN
            output = Differentiate(arument)*cos(arument)
        else    if function = COS
            output = Differentiate(arument)*(-sin(arument))
        else
        ...
        }
    }
    else
    {
        if input = "x"
            output = "1"
        else    if input = "-x"
            output = "-1"
        else    if input is numeric
            output = "0"
        else
            output = "d"+input+"/dx"
    }
}

Program Tabs

Differentiation

The Differentiation tab displays the differentiation results after applying the differentiation steps in the input expression. The input expression is calculated before differentiation to optimize any arithmetic part that includes numbers as in the example:

e^sin(pi/3)/tan(x) is optimized to 2.377442/tan(x) before differentiation to get the result (-2.377442*sec(x)^2)/(tan(x))^2.

Differentiation Stack

Calculation

This tab is a Symbolic Calculator that can calculate any mathematical expression, however complicated. The calculation includes only two constants:

e = 2.7182818284590452353602874713527
pi = 3.1415926535897932384626433832795

Calculation Stack

This view is used to view the stack of the calculation details. c( ) means "the calculation of." The stack contents are arranged from top to bottom. Calculation steps are differentiation steps, except the operators' formulas. The advantage of this view is that it enables showing of the parts that can be calculated in the expression and those that can't be calculated, as in the example in the figure.

Draw

This tab is used to view the input function curve and its differentiation curve. You can view the input function curve only by clicking "Draw." The view includes horizontal and vertical axes, as well as grid lines. You move over any point in the view to see its coordinates in the left upper corner, and you can zoom in on any part by selecting it with the mouse. The horizontal and vertical axes' limits update automatically to include the input function points in the view. You can change these limits by right clicking the view.

Help

This tab just displays a list of allowed functions in the application.

Points of Interest

  1. Part of Expression Calculation

    The advantage of my expression parsing over other parsers on the net is that it can calculate part of the expression and leave the other part, and that includes any variables. For example, take the expression sin(45+sin(2))/tan(x). If you try to input this expression to any free parser on the net, it will give an error indicating an invalid character x. However, my parser gives you 0.937227/tan(x). For any complex expression, my parser tries to optimize the expression before the differentiation, and calculates any part that can be calculated. So, the differentiation of sin(45+sin(2))/tan(x) is (-0.937227*sec(x)^2)/(tan(x))^2.

  2. Operator Precedence

    When a complex expression has multiple operators, the operator precedence determines the sequence in which the operations are performed. The order of execution can significantly affect the resulting value. Operators have these precedence levels. An operator on higher levels is evaluated before an operator on a lower level:

    • + (Positive), - (Negative)
    • ^ (Exponent), % (Modulo)
    • * (Multiply), / (Division)
    • + (Add), - (Subtract)

    When two operators in an expression have the same operator precedence level, they are evaluated left to right based on their position in the expression. For example, in 4 - 2 + 27, the subtraction operator is evaluated before the addition operator to get 2 + 27, which yields an expression result of 29.

    Use parentheses to override the defined precedence of the operators in an expression. Everything within the parentheses is evaluated first to yield a single value before that value can be used by any operator outside of the parentheses. For example, 2 * 4 + 5 evaluates to 8 + 5, which yields an expression result of 13. The expression 2 * (4 + 5) evaluates to 2 * 9; the parentheses cause the addition to be performed first and so the expression result is 18.

    If an expression has nested parentheses, the most deeply nested expression is evaluated first. The example 2 * (4 + (5 - 3) ) contains nested parentheses, with the expression 5 - 3 in the most deeply nested set of parentheses. This expression yields a value of 2. Then the addition operator (+) adds this result to 4, which yields a value of 6. Finally, the 6 is multiplied by 2 to yield an expression result of 12.

  3. Zoom In

    In the drawing area, you can select any area to zoom in on. For example, the function sin(100*x) has a very large variation, as in the following figure:

    By zooming in many times, we can view the smaller details, as in the following figures:

    Note: Check the horizontal axis resolution after each zoom-in.

Updates

  • v0.9001: Added error checking for function arguments
  • v0.9002: Added exponent derivative and some equation optimization, d(u^v) = v*u^(v-1)*du+u^v*ln(u)*dv
  • v0.9003: Solved the bug of incorrect definitions for the sec, cosec, sech and cosech functions
  • v0.9004: Added software license section
  • v0.9005: d(cosh(x))/dx = sinh(x) thanks to 'Mike O'Neill'
  • v0.9006: Corrected the calculation of the atan function thanks to 'Kevin'
  • v0.9007: Adjusted equation optimization function. Thanks to 'Kevin'
  • v0.90071: [5-03-2008] Adjusted equation optimization function. Thanks to 'Kevin'

References

  • Advanced Mathematics for Engineers and Scientists, by Murray R. Spiegel, Ph.D. 1983 (Differentiation Formulas)
  • Microsoft Developer Network (Operator Precedence)

License

This article, along with any associated source code and files, is licensed under The GNU General Public License (GPLv3)

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Comments and Discussions

 
QuestionIN LPCSTR? PinmemberAlan AR10-Oct-13 4:23 
GeneralMy vote of 5 PinmemberSam Dolc17-Aug-13 12:21 
GeneralMy vote of 5 PinmemberMarkDaniel5-Jan-12 12:05 
GeneralGreat article PinmemberJCox_Prog6-Feb-11 4:35 
GeneralMy vote of 5 Pinmemberzaak4041-Aug-10 5:05 
Generalneed some help Pinmemberjunkier D.2-Jun-10 11:05 
Generalamazing work PinmemberOmar Gamil9-Apr-10 23:33 
QuestionIs there any update for the simplification of expression?? Pinmembermou_yq31-Mar-10 21:59 
GeneralExcellent, I am beginning to understand. Thank you. PinmemberEtherealMonkey10-Dec-09 13:12 
QuestionAdding a math render? Pinmemberishisushi25-Aug-09 10:20 
GeneralDerivative of sign(x) PinmemberKeith Farmer13-Apr-09 20:28 
GeneralMy vote of 2 Pinmembermi5ke31-Mar-09 6:17 
GeneralRe: My vote of 2 [modified] PinmemberHatem Mostafa7-Apr-09 6:23 
GeneralRe: My vote of 2 PinmemberKeith Farmer13-Apr-09 20:14 
GeneralRe: My vote of 2 PinmemberKhaled.Alshaya11-Apr-09 14:13 
GeneralRe: My vote of 2 PinmemberGAbirkan6-Sep-09 11:38 
QuestionLimit finding? PinmemberHadi Dayvary1-Dec-08 8:25 
General[Message Removed] PinmemberKatekortez25-Oct-08 8:24 
GeneralVery goord work PinmemberFco. Javier Marin20-Oct-08 15:08 
GeneralGreat job PinmemberJosemaproject25-Aug-08 20:41 
GeneralRe: Great job PinmemberHatem Mostafa25-Aug-08 20:44 
GeneralRe: Great job Pinmemberjosemaocu26-Aug-08 2:10 
GeneralGreat article! PinmemberWerson Kremlor24-Feb-08 23:14 
GeneralBug: Optimizing 1+(-1+x) Pinmemberkevin12321-Feb-08 4:58 
GeneralRe: Bug: Optimizing 1+(-1+x) PinmemberHatem Mostafa21-Feb-08 5:55 

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