Statistical mechanics, structure of matter Definition
Density matrix renormalization group
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Definition
Let and let be a Hermitian operator on , the Hamiltonian. Fix a bond dimension . The density matrix renormalization group (in its two-site form) is the following iterative method. It approximates the least eigenvalue of and an eigenvector for it.
- Start from a matrix product state of bond dimension at most .
- Choose two adjacent sites , and keep the matrices of all other sites fixed, in a gauge where the left and right parts are orthonormal.
- Merge the matrices of sites and into one tensor . The energy is then a Rayleigh quotient of an effective Hermitian matrix . Replace by an eigenvector for the least eigenvalue of .
- Split again by a singular value decomposition and keep only the largest singular values.
- Move to the next pair of sites and repeat, sweeping from left to right and back, until the energy stops decreasing.
The squares of the singular values in step 4 are the eigenvalues of the reduced density matrix of the left part of the chain. So step 4 keeps the states of largest weight in that density matrix.
Remarks
Each energy obtained is for some nonzero , so it is an upper bound on the least eigenvalue of .
Example: if , every vector of is a matrix product state of bond dimension at most . Then no truncation happens in step 4, and the method searches the whole space.
Non-example: some schemes keep, for a block of the chain, the lowest eigenvectors of the block Hamiltonian. They do not keep the dominant eigenvectors of the reduced density matrix, so they are not DMRG. Such older real-space renormalization schemes give poor results even for a single particle hopping on a chain, which was the motivation for White's method.
The method is mainly used for one-dimensional systems, where ground states of gapped Hamiltonians have bounded entanglement across a cut.
Reading path
To understand this page from the ground up, read these 4 pages in order. The foundations come first.
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- no evidence level
- Hermitian matrix concept
- Matrix product state concept
- Singular value concept
- Density matrix renormalization group definition
Further reading
About this page
| Tag | 6PWCTJRQQV |
|---|---|
| URI | m2://6PWCTJRQQV |
| Kind | definition |
| Writing | W0 stub |
| MSC | 82B20, 65Z05, 81P40 |
| Defines | Density matrix renormalization group |
| Uses | Matrix product state, Hermitian matrix, Singular value |
| Changed | 3 November 2026 |
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