10.1. Align Sections (Misorientation)

Group (Subgroup)

Reconstruction (Alignment)

Description

This Filter attempts to align consecutive ‘sections’ perpendicular to the Z-direction of the sample by determining the position that results in the minimum amount of misorientation between Cells directly above-below each other. The algorithm of this Filter is as follows:

  1. Calculate the misorientation between each Cell in a section and the Cell directly above it in the next section

  2. Count the number of Cell pairs that have a misorientation above the user defined tolerance and store that as the misalignment value for that position

  3. Repeat steps 1 and 2 for each position when shifting the second slice (relative to the first) from three (3) Cells to the left to three (3) Cells to the right, as well as from three (3) Cells up to three (3) Cells down. Note that this creates a 7x7 grid

  4. Determine the position in the 7x7 grid that has the lowest misalignment value. (It will be the position with the fewest different Cell pairs)

  5. Repeat steps 1-4 with the center of each (new) 7x7 grid at the best position from the last 7x7 grid until the best position in the current/new 7x7 grid is the same as the last 7x7 grid

  6. Repeat steps 1-5 for each pair of neighboring sections

Note that this is similar to a downhill simplex and can get caught in a local minimum!

If the user elects to use a mask array, the Cells flagged as false in the mask array will not be considered during the alignment process.

The user can also decide to remove a background shift present in the sample. The process for this is to fit a line to the X and Y shifts along the Z-direction of the sample. The individual shifts are then modified to make the slope of the fit line be 0. Effectively, this process is trying to keep the top and bottom section of the sample fixed. Some combinations of sample geometry and internal features can result in this algorithm introducing a ‘shear’ in the sample and the Linear Background Subtraction will attempt to correct for this.

Optional Output Data

The user can optionally have the shifts that are generated by the filter stored in various DataArrays in a new Attribute Matrix.

The structure for which looks like this

|-- Image Geometry
  |-- Alignment Shifts Data
    |-- Slices
    |-- Relative Shifts
    |-- Cumulative Shifts

In this new structure, what follows is what the created structures represent:

  • Alignment Shifts Data (Attribute Matrix) - The tuple size here is defined by the number of slices [ie the Z Dimension of the Image Geometry]

  • Slices (DataArray | 2 component) - The slice indices (stored as uint32s)

  • Relative Shifts (DataArray | 2 component) - The slices shift relative to previous shift (stored as int64s) [previously known as newxshift and newyshift]

  • Cumulative Shifts (DataArray | 2 component) - The slice’s accumulated shift (stored as int64s)

In previous versions a file would have been produced instead. If you wish to recreate this, you can write the Attribute Matrix as a CSV/Text file.

Input Parameter(s)

Parameter Name

Parameter Type

Parameter Notes

Description

Misorientation Tolerance (Degrees)

Scalar Value

Float32

Tolerance used to decide if Cells above/below one another should be considered to be the same. The value selected should be similar to the tolerance one would use to define Features (i.e., 2-10 degrees)

Optional Data Mask

Parameter Name

Parameter Type

Parameter Notes

Description

Use Mask Array

Bool

Whether to remove some Cells from consideration in the alignment process

Cell Mask Array

Array Selection

Allowed Types: uint8, boolean Comp. Shape: 1

Path to the DataArray Mask

Input Cell Data

Parameter Name

Parameter Type

Parameter Notes

Description

Selected Image Geometry

Geometry Selection

Image

The target geometry on which to perform the alignment

Cell Quaternions

Array Selection

Allowed Types: float32 Comp. Shape: 4

Specifies the orientation of the Cell in quaternion representation

Cell Phases

Array Selection

Allowed Types: int32 Comp. Shape: 1

Specifies to which Ensemble each cell belongs

Input Ensemble Data

Parameter Name

Parameter Type

Parameter Notes

Description

Crystal Structures

Array Selection

Allowed Types: uint32 Comp. Shape: 1

Enumeration representing the crystal structure for each Ensemble

Optional Alignment Output

Parameter Name

Parameter Type

Parameter Notes

Description

Store Alignment Shifts

Bool

Whether to store the shifts applied to each section to a collection of Arrays in a new Attribute Matrix

Alignment Attribute Matrix Name

DataObjectName

The output attribute matrix where the shifts applied to the section to be stored as DataArrays.

Alignment Slices Data Array Name

DataObjectName

The output array name where the slice information related to shifts will be stored.

Alignment Relative Shifts Data Array Name

DataObjectName

The output array name where the new shifts relative to previous slice information will be stored.

Alignment Cumulative Shifts Data Array Name

DataObjectName

The output array name where the accumulated shift information will be stored.

Example Pipelines

  • (10) SmallIN100 Full Reconstruction

  • (03) SmallIN100 Alignment

DREAM3D-NX Help

If you need help, need to file a bug report or want to request a new feature, please head over to the DREAM3DNX-Issues GitHub site where the community of DREAM3D-NX users can help answer your questions.