Given a shape defined by a set points in and a point group , the continuous symmetry operation measure describes how far is from being invariant under every symmetry operation of , that is, how well the points map onto themselves when the operation is applied 1.

For a single symmetry operation , the continuous symmetry operation measure is defined as the sum of squared distances between the points and the points of the , normalized and expressed as a percentage:

where is the geometrical centre of the structure, and is the permutation that pairs each image with one of the original points. The minimization runs only over the permutations . This formula is analogous to the formulation of the continuous shape measures: it quantifies how far the image lands from the original set .

The CSoM of the structure against the point group is the average of this deviation over all of its operations except the identity , which contributes as it moves nothing.

where is the order of the group (i.e. its number of operations) and R is a rotation matrix in about . and

From the definition it follows that if and only if has all the symmetry of in some orientation , that is, if is invariant in .

Whenever the image of a point lands near another point of the same kind, the pairing absorbs the movement and the deviation is small. The deviation of an operation is thus the cost of making the structure fall onto itself after the operation has been applied.

The measure is normalized by the size of the structure, so it is independent of scale and comparable across structures. As with the continuous shape measure, values close to zero mean that the structure conserves all the symmetry elements of a given point group while larger values indicate gradual symmetry is loss.

Averaging

Averaging over all the group’s operations makes the measure a property of the whole point group even if is a poor descriptor of . If pairings are consistent, the average of all images is the structure with exactly the symmetry of that is nearest to , and the normalized squared distance is

When the pairings are not consistent, that value is only a lower bound on the distance.

The same averaging has a cost: is a mean over operations, so for a group of large order a single poorly conserved operation contributes only a fraction of its deviation and can be hidden by the rest. A small therefore says that the structure is close to on average, not that every operation of is conserved; the individual deviations distinguish these cases.

Orientation Matrix

Since the symmetry elements of have a fixed position in space, the average is evaluated on a rotated copy . The orientation matrix of is the rotation that attains the minimum value for :

thus:

That is, given the set of symmetry operation measures , is the matrix that orients such that has the minimum score.

Comparing point groups

is defined by two things that both depend on : the set of operations and the orientation that minimizes that average. is therefore not monotonic along the subgroup lattice: if is a subgroup of , then, in general, neither nor hold since the two measures average over different sets of operations with different optimal orientations, . In the csom example, a distorted octahedral complex gives for and for its subgroup .

Likewise, low values of are easy to reach for groups with few operations, such as , because the average then involves few constraints on . A single value of is thus not enough to rank point groups: they are better compared through the individual deviations of their operations (see --full in csom).

1.
Nielsen, V. R. M., Le Guennic, B. & Sørensen, T. J. Evaluation of Point Group Symmetry in Lanthanide(III) Complexes: A New Implementation of a Continuous Symmetry Operation Measure with Autonomous Assignment of the Principal Axis. The Journal of Physical Chemistry A 128, 5740–5751 (2024).