Buchberger's Algorithm
Definition​
Buchberger's Algorithm is used to compute the Gröbner Basis for an ideal in a polynomial ring, which is essential in solving systems of polynomial equations and performing symbolic algebraic computations. The algorithm iteratively computes the S-polynomial of polynomial pairs and reduces it until a basis for the ideal is found.
Characteristics​
- Algorithm Type: Symbolic computation, Gröbner Basis computation.
- Main Operation: Computes the S-polynomial of polynomial pairs and reduces them.
- Data Structures: A vector of polynomials is maintained during the computation.
- Output: A Gröbner Basis for the input polynomials.
Time Complexity​
- Average Case: The complexity depends on the degree of the polynomials and the number of terms. The algorithm can have exponential time complexity in the worst case.
- Worst Case: or more, depending on the implementation and the number of polynomials involved.
Space Complexity​
- Space Complexity: , where is the number of polynomials. The space is required to store the polynomials and their intermediate results.
Approach​
- Input: Start with a set of polynomials.
- Compute S-polynomial: For every pair of polynomials in the set, compute their S-polynomial.
- Reduce S-polynomial: Divide the S-polynomial by the existing polynomials and check the remainder. If the remainder is non-zero, add it to the set of polynomials.
- Repeat: Continue this process until no new polynomials are generated, i.e., until the basis converges.
- Output Gröbner Basis: The set of polynomials that have been reduced is the Gröbner basis for the ideal.
#include <iostream>
#include <vector>
#include <algorithm>
using namespace std;
// Polynomial structure
struct Polynomial {
vector<int> coefficients;
int degree;
Polynomial(int degree) : degree(degree) {
coefficients.resize(degree + 1, 0);
}
// Utility function to display a polynomial
void print() {
for (int i = degree; i >= 0; --i) {
if (coefficients[i] != 0) {
cout << coefficients[i] << "x^" << i;
if (i > 0) cout << " + ";
}
}
cout << endl;
}
};
// Function to compute the S-polynomial of two polynomials
Polynomial sPolynomial(const Polynomial &f, const Polynomial &g) {
int lcmDegree = max(f.degree, g.degree);
Polynomial result(lcmDegree);
// Implementing the S-polynomial formula: S(f, g) = (leading term of g / leading term of f) * f - (leading term of f / leading term of g) * g
int lcm = f.coefficients[f.degree] * g.coefficients[g.degree];
for (int i = 0; i <= f.degree; ++i) {
result.coefficients[i] = f.coefficients[i] * g.coefficients[g.degree] - g.coefficients[i] * f.coefficients[f.degree];
}
return result;
}
// Function to perform polynomial division and return the remainder
Polynomial dividePolynomial(const Polynomial &f, const Polynomial &g) {
Polynomial remainder = f;
while (remainder.degree >= g.degree) {
int coeff = remainder.coefficients[remainder.degree] / g.coefficients[g.degree];
int degree = remainder.degree - g.degree;
for (int i = 0; i <= g.degree; ++i) {
remainder.coefficients[i + degree] -= coeff * g.coefficients[i];
}
remainder.degree--;
}
return remainder;
}
// Buchberger's Algorithm to compute Gröbner Basis
vector<Polynomial> buchberger(vector<Polynomial> &polynomials) {
vector<Polynomial> basis = polynomials;
bool changed = true;
while (changed) {
changed = false;
for (size_t i = 0; i < basis.size(); ++i) {
for (size_t j = i + 1; j < basis.size(); ++j) {
// Compute the S-polynomial of basis[i] and basis[j]
Polynomial sp = sPolynomial(basis[i], basis[j]);
// Perform polynomial division to check if the remainder is zero
Polynomial remainder = dividePolynomial(sp, basis[i]);
// If remainder is non-zero, add it to the basis
if (remainder.degree > 0) {
basis.push_back(remainder);
changed = true;
}
}
}
}
return basis;
}
int main() {
// Example polynomials
Polynomial p1(2); // x^2 + 2x + 1
p1.coefficients[2] = 1;
p1.coefficients[1] = 2;
p1.coefficients[0] = 1;
Polynomial p2(2); // x^2 + x + 1
p2.coefficients[2] = 1;
p2.coefficients[1] = 1;
p2.coefficients[0] = 1;
vector<Polynomial> polynomials = {p1, p2};
vector<Polynomial> grobnerBasis = buchberger(polynomials);
// Output Gröbner Basis
cout << "Gröbner Basis: " << endl;
for (auto &p : grobnerBasis) {
p.print();
}
return 0;
}