DPF data processing framework

Overview Main Data Types APIs

Available Operators

Overview of Data Processing Framework

The Data Processing Framework (DPF) is designed to provide numerical simulation users/engineers with a toolbox for accessing and transforming simulation data. DPF can access data from solver result files as well as several neutral formats (csv, hdf5, vtk, etc.). Various operators are available allowing the manipulation and the transformation of this data. DPF is a workflow-based framework which allows simple and/or complex evaluations by chaining operators. The data in DPF is defined based on physics agnostic mathematical quantities described in a self-sufficient entity called field. This allows DPF to be a modular and easy to use tool with a large range of capabilities. It's a product designed to handle large amount of data.

Advantages

Computation efficiency
DPF is a modern framework and it has been developed by taking advantages of new hardware architectures. Due to continued development, new capabilities are frequently added.
Genericity
DPF is physic agnostic. Therefore, its use is not limited to a particular field.
Extensibility and Customization
DPF is developed around two entities, one for the data (field) and one for the operation (operator). Each DPF capability is developed through operators, allowing componentization of the framework. DPF is also plugin based so adding new features or handling new formats is fast and easy. With componentization, plugins, and DPF scripting, you can add your own capabilities and link your existing work with DPF.

How to transform the data

Operator

The Operator is the main object used to create, transform and stream the data. It can be seen as an integrated circuit in electronics with a range of pins in input and in output. When the operator is evaluated, it will process the input information to compute its output with respect to its description. The operator is made of:

  • Inputs: the input pins allow the user to pass on his data to the operator. Dpf data container types, standard types or operators' outputs can be connected on the input pins (connecting an operator output to another operator input doesn't evaluate this input operator). The inputs allow the user to choose the time/frequencies on which to evaluate a result, to specify the files where to find a result, to provide a field on which he wants an operation to be computed... Optional input pins allow to customize even more the operator outputs. Here is some of the most common pins:


  • Configurations: with configurations the user can optionally choose how the operator will run. This is an advanced feature used for deep customization. The different options can change the way loops are done, it can change whether the operator needs to make check on the input or not... Here is some of the most common configuration options:


  • Data transformation: this is the internal operation that will occur when an operator is evaluated. The operation will return outputs depending on the inputs and configurations given by the user. The operation applied by each operator is described in its description.


  • Outputs: this is the results of the operation. An Operator can have one or several outputs which are usually DPF data containers.

Operators can be chained together to create workflows. To do so, the user only needs to connect some operator's outputs to an other operator's inputs. With workflows, lazy evaluation is performed, which means that when the last operator's outputs are asked by the user, all the connected operators will also be evaluated (and not before) to compute a given result. All the inputs, outputs and description information can be found by clicking on operators on the left pannel of this documentation.

Workflow

The workflow is built by chaining operators. It will evaluate the data processing defined by the used operators. It needs input information, and it will compute the requested output information. The workflow is used to create a black box computing more or less basic transformation of the data. The different operators contained by a workflow can be internally connected together so that the end user doesn't need to be aware of its complexity. The workflow only needs to expose the necessary inputs pin and output pins. For example, a workflow could expose a "time scoping" input pin and a "data sources" input pin and expose a "result" output pin and have very complex routines inside it. See workflows' examples in the APIs tab.

image/svg+xml operator pin 0 pin 0 fieldA pin 1 fieldB fieldOut inputs outputs image/svg+xml field out data sources Displacement pin 0 pin 0 inputs outputs Norm pin 0 pin 0 inputs outputs Total deformation workflow

Overview of the main data containers types

Field

The field is the main simulation data container. In numerical simulations, results data are defined by values associated to entities (scoping), and these entities are a subset of a model (support). In DPF, field data is always associated to its scoping and support, making the field a self-describing piece of data. A field is also defined by its dimensionnality, unit, location... A field can for example, describe a displacement vector or norm, stresses and strains tensors, stresses and strains equivalent, min max over time of any result... It can be defined on a complete model or just on certain entities of the model thanks to its scoping. The data is stored as a vector of double values and each elementary entity has a number of components (thanks to the dimensionality, a displacement will have 3 components, a symmetrical stress matrix 6...)

Scoping

The scoping is entities ids representing a subset of the model's support. Typically, scoping can represent node ids, element ids, time steps, frequencies, joints... Its location indicates what kind of entity the scoping is referring to. Scopings are used to identify the entities where a field is scoped or to choose (through an input pin) a subset on which an operator should compute its result.

Data Sources

The data sources is a container of files on which the analysis results can be found.

Streams

Streams is an entity containing the data sources. Once the files in the streams are opened, they stay opened and they keep some data in cache to make the next evaluations faster. To close the files, release the streams.

Support

The support describes the model. It can be the mesh, geometric entities, time or frequency domain...

Fields Container

The fields container is a container of fields, used mainly in transient, harmonic, modal or multi-steps static analysis, where we can have a field for each time step or for each frequency. Consequently the fields container can describle a complete analysis with all its details. The fields container is designed as a set of fields ordered through labels and ids. Labels identify how the fields are filtered. The most common fields container have the label "time" with ids corresponding to each time sets, the label "complex" will allow to separate real parts (id=0) from imaginary parts (id=1) in a harmonic analysis.

Meshed Region

The meshed region is dpf's entity describing a mesh. Node and element scopings, element types, connectivity (list of node indices composing each element) and node coordinates are the fundamental entities composing the meshed region. It can also have materials, named selections...

Time Freq Support

The time freq support describes an analysis' temporal or frequential space. For a transient analysis all the time sets cumulatives indices with their times are described. For a harmonic analysis, the real and imaginary frequencies, the RPMs, the load steps are described.

Model

The model is a helper designed to give shortcuts to the user to access a model's metadata and to instanciate results provider for this model. A Model is able to open a DataSources or a Streams to read the metadata and expose it to the user. The metadata is made of all the entities describing a model: its MeshedRegion, its TimeFreqSupport and its ResultInfo. With the model, the user can easily access information about the mesh, about the time/freq steps and substeps used in the analysis and the list of available results.

Using DPF's entities in scripting

Scoping

Create a Scoping

The Scoping is a set of entity ids defined on a location (the location is optional).

Get Scoping's data

The Scoping's location and ids can be accessed with:

Field

Create a Field

The minimum requirement for a well defined Field is for it to have a dimensionality (scalar, 3 components vector, 6 components symmetrical matrix...), a location ("Nodal", "Elemental", "ElementalNodal", "Timefrq"...), a data vector and a scoping with ids. The user can also set the number of shell layers. If the field has one elementary data by entity (elementary data size = number of components for "Nodal" or "Elemental" field for example), then the data vector can be set directly. If a more complex field is required ("ElementalNodal" Field for example), the data can be set entity by entity.

Get Field's data

The Field's side information as well as the data in itself can be accessed with:

Fields Container

Create a Fields Container

The Fields Container is a vector of Fields and all the Fields are ordered with labels and ids. Most commonly, the Fields Container is scoped on "time" label and the ids are the time or frequency sets. More generically, the Fields Container allows to split results on different criterions.

Get Fields Container's data

The Fields Container is the main output of results providers:

Data Sources

Create Data Sources

Data Sources is the entity containing the different path to the result files of an analysis. An extension key ('rst' for example) is used to choose which files represent results files, the other one being accessory files. See more information for using Data Sources in mechanical in "How to use DPF's package / IPython" menu.

Meshed Region

Create a Meshed Region

The user can create his own data to manipulate it with dpf. The Meshed Region can be created simply with:

Get Meshed Region's data from DataSources

A model is usually represented by a Meshed Region in DPF. The mesh provider operator allows to access an analysis' mesh. The user can then get different information in the mesh like the coordinates of all the nodes and the connectivity between elements and nodes.

Time Freq Support

Create Time Freq Support

The time or frequency space of an analysis is described by the Time Freq Support entity in DPF. It gives access to real and imaginary sets. User can create a time freq support to manage data.

Get Time Freq Support's data from DataSources

Time Freq Support of a specific file can be accessed using the following methods.

Model

Explore a Model

The Model is built with DataSources that it will open (in a streams by default) to explore an analysis. Printing the model is a good tool to see the results that are available.

Using DPF's operators in scripting

Operator types

In DPF, the operator is used to import and modify the simulation data. We can count 3 main types of operators:

  • Operators importing/reading data

  • Operators transforming existing data

  • Operators exporting data

Operators importing / reading data

Those operators allow to read data from solver files or from standard file types. Different solver format are handled by DPF like rst/mode/rfrq/rdsp.. for MAPDL, d3plot for LsDyna, cas.h5/dat.h5/res/flprj for CFX and Fluent, odb for Abaqus... To read those, different readers have been implemented in plugins. Plugins can be loaded on demand in any dpf's scripting language with the "load library" methods. File readers can be used generically thanks to dpf's result providers, which means that the same operators can be used for any file types. For example, reading a displacement or a stress for any files will be done with:

Result providers can be customized to read a specific time frequency or to provide results on a subset of the mesh:

Standards file formats reader are also supported to import custom data. Fields can be imported from csv, vtk or hdf5 files:

Operators transforming existing data

The field being the main data container in DPF, most of the operator transforming the data take a field or fields container in input and return a transformed field or fields container in output. Analytic, averaging or filtering operations can be performed on the simulation data:

Operators exporting data

After transforming or reading simulation data with DPF, the user might want to export the results in a given format to use it in another environment or to save it for future use with dpf. Vtk, h5, csv and txt (serializer operator) are examples of supported exports. Export operators often match with import operators allowing user to reuse their data. The "serialization" operators menu lists the available import/export operators.

Chaining operators together

To create more complex operations and customizable results, operators can be chained together to create workflows. This way a result can be read from a solver result file and directly transformed in a single workflow. Examples can be found in APIs/Workflow examples menu. 2 syntaxes can be used to create and connect operators together:

Configurating operators

Advanced user might want to configurate an operator's behavior during its running phase. This can be done through the "config". This option allows to choose if an operator can directly modify the input data container instead of creating a new one with the "inplace" configuration, to choose if an operation between to fields should use their indices or mesh ids with the "work_by_index" configuration... Each operator's description explains which configuration are supported.

Example of workflows and their scripts

math: imaginary part

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math: amplitude (fields container)

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metadata: mesh support provider

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result: beam axial stress (LSDyna)

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math: unit convert (fields container)

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result: element orientations X

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math: norm (fields container)

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mapping: prepare mapping workflow

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math: sqrt (fields container)

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math: conjugate

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utility: html doc

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math: real part

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result: current density

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math: multiply (complex fields)

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utility: merge result infos

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result: cyclic kinetic energy

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result: global total mass (LSDyna)

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math: unit convert

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math: norm (field)

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utility: make label space

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math: sqrt (field)

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math: accumulate min over label

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result: y plus (y+)

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math: +

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min_max: min max over time

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math: time freq interpolation

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math: + (fields container)

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math: sin (fields container)

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result: tangential contact force

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math: + constant (field)

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math: / (component-wise field)

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result: normal contact force

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math: + constant (fields container)

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utility: make for each range

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math: cross product (fields container)

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result: cyclic strain energy

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invariant: scalar invariants (fields container)

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mapping: find reduced coordinates

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scoping: rescope property field

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result: plastic strain principal 1

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math: -

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math: total sum

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math: - (fields container)

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scoping: intersect scopings

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math: ^ (field)

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scoping: elements in mesh

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math: scale (field)

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result: enthalpy

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math: ^ (fields container)

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result: global eroded internal energy (LSDyna)

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math: scale fields container

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math: sweeping phase

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math: centroid

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math: sweeping phase (fields container)

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filter: signed high pass (field)

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math: centroid (fields container)

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math: ^2 (field)

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utility: remove unnecessary labels

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result: velocity Z

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result: reaction force Z

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math: sin (field)

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math: cos (field)

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math: cos (fields container)

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logic: ascending sort

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result: initial coordinates (LSDyna)

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utility: convert to fields container

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math: linear combination

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math: ^2 (fields container)

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result: mean static pressure

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math: exp (field)

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math: exp (fields container)

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math: * (component-wise field)

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result: stress max_shear

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result: euler nodes

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math: * (component-wise field) (fields container)

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result: beam TR shear stress (LSDyna)

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result: num surface status changes

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math: ln (field)

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mesh: mesh to pyvista

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math: ln (fields container)

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invariant: scalar invariants (field)

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math: cross product

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filter: high pass (timefreq)

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math: / (component-wise fields container)

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result: global sliding interface energy (LSDyna)

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math: kronecker product

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math: modulus (fields container)

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result: joint relative angular velocity

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math: dot (complex fields)

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result: gasket stress XZ

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math: / (complex fields)

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utility: unitary field

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utility: server path

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result: beam axial force (LSDyna)

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math: derivate (complex fields)

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math: polar to complex fields

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utility: merge data tree

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math: dot (fields container)

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result: nodal moment

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math: phase (field)

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math: phase (fields container)

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math: modulus (field)

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result: elemental mass

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result: heat flux

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math: total sum (fields container)

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result: co-energy

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math: dot

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math: outer product

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math: overall dot

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math: relative error

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result: velocity Y

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result: reaction force Y

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result: global velocity (LSDyna)

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result: superficial velocity

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math: absolute value by component (field)

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result: incremental energy

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result: thermal strain

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result: stiffness matrix energy

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math: absolute value by component (fields container)

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result: total temperature

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result: cyclic equivalent mass

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result: acceleration Y

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utility: delegate to operator

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logic: component selector (fields container)

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logic: component selector (field)

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scoping: on property

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result: stress intensity

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logic: component transformer (field)

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min_max: over field

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result: transient rayleigh integration

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logic: component transformer (fields container)

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logic: same property fields?

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logic: elementary data selector (fields container)

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utility: convert to scoping

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logic: elementary data selector (field)

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utility: change location

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utility: extract field

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mesh: node coordinates

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mesh: stl export

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utility: bind support

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utility: convert to meshes container

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result: beam torsional moment (LSDyna)

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result: equivalent stress parameter

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utility: convert to field

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result: beam axial total strain (LSDyna)

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utility: set property

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utility: forward field

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utility: forward fields container

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result: electric flux density

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geo: integrate over elements

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result: plastic strain principal 2

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utility: forward meshes container

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result: compute total strain X

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utility: forward

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utility: txt file to dpf

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utility: incremental meshes container

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utility: bind support (fields container)

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result: normal contact moment

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utility: fields container get attribute

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result: thermal strain XZ

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utility: assemble scalars to vector

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result: global eroded hourglass energy (LSDyna)

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utility: assemble scalars to vector fc

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utility: assemble scalars to matrix

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math: make one on component

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mesh: from scopings

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utility: assemble scalars to matrix fc

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result: interface contact area (LSDyna)

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mesh: extract from field

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result: pres to field

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result: part internal energy (LSDyna)

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result: part momentum (LSDyna)

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result: compute invariant terms rbd

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utility: default value

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averaging: elemental nodal to nodal elemental (fields container)

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result: rms velocity

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result: acceleration X

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result: poynting vector

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utility: extract sub fields container

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result: total strain (LSDyna)

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utility: extract sub meshes container

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utility: extract sub scopings container

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averaging: elemental difference (fields container)

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utility: compute time scoping

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result: static pressure

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result: elastic strain

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math: window bartlett (fields container)

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result: turbulent viscosity

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utility: python generator

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utility: make overall

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geo: elements volume

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result: pressure

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result: stress

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result: stress X

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result: gasket thermal closure XZ

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result: stress Y

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result: stress Z

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result: gasket thermal closure XY

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result: stress XY

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compression: kMeans clustering

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result: stress YZ

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result: stress XZ

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utility: merge string fields

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result: stress principal 1

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result: stress principal 2

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result: tangential contact moment

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invariant: convertnum bcs to nod

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result: stress principal 3

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result: stress von mises

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result: gasket stress

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result: contact fluid penetration pressure

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result: gasket stress X

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Scripting

result: gasket stress XY

Inputs

Outputs

Configurations

Scripting

result: gasket deformation

Inputs

Outputs

Configurations

Scripting

result: gasket deformation X

Inputs

Outputs

Configurations

Scripting

geo: elements facets surfaces over time

Inputs

Outputs

Configurations

Scripting

result: gasket deformation XY

Inputs

Outputs

Configurations

Scripting

metadata: property field provider by property name

Inputs

Outputs

Configurations

Scripting

result: gasket deformation XZ

Inputs

Outputs

Configurations

Scripting

mesh: mesh provider

Inputs

Outputs

Configurations

Scripting

result: gasket inelastic closure

Inputs

Outputs

Configurations

Scripting

result: gasket inelastic closure X

Inputs

Outputs

Configurations

Scripting

result: write cms rbd file

Inputs

Outputs

Configurations

Scripting

serialization: export symbolic workflow

Inputs

Outputs

Configurations

Scripting

result: gasket inelastic closure XY

Inputs

Outputs

Configurations

Scripting

result: plastic strain eqv

Inputs

Outputs

Configurations

Scripting

mesh: beam properties

Inputs

Outputs

Configurations

Scripting

result: gasket inelastic closure XZ

Inputs

Outputs

Configurations

Scripting

result: gasket thermal closure

Inputs

Outputs

Configurations

Scripting

result: gasket thermal closure X

Inputs

Outputs

Configurations

Scripting

result: elastic strain X

Inputs

Outputs

Configurations

Scripting

result: elastic strain Y

Inputs

Outputs

Configurations

Scripting

result: elastic strain Z

Inputs

Outputs

Configurations

Scripting

math: min/max over time

Inputs

Outputs

Configurations

Scripting

utility: merge fields containers

Inputs

Outputs

Configurations

Scripting

result: global energy ratio without eroded energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

utility: merge weighted fields containers

Inputs

Outputs

Configurations

Scripting

result: elastic strain XY

Inputs

Outputs

Configurations

Scripting

result: elastic strain YZ

Inputs

Outputs

Configurations

Scripting

result: interface contact mass (LSDyna)

Inputs

Outputs

Configurations

Scripting

invariant: eigen values (fields container)

Inputs

Outputs

Configurations

Scripting

result: elastic strain XZ

Inputs

Outputs

Configurations

Scripting

metadata: mesh property provider

Inputs

Outputs

Configurations

Scripting

result: rigid transformation

Inputs

Outputs

Configurations

Scripting

result: elastic strain principal 1

Inputs

Outputs

Configurations

Scripting

result: elastic strain principal 2

Inputs

Outputs

Configurations

Scripting

utility: merge scopings

Inputs

Outputs

Configurations

Scripting

result: elastic strain principal 3

Inputs

Outputs

Configurations

Scripting

result: cyclic analytic disp max

Inputs

Outputs

Configurations

Scripting

result: elastic strain eqv

Inputs

Outputs

Configurations

Scripting

result: transform invariant terms rbd

Inputs

Outputs

Configurations

Scripting

result: elastic strain intensity

Inputs

Outputs

Configurations

Scripting

result: elastic strain max_shear

Inputs

Outputs

Configurations

Scripting

result: turbulent dissipation rate (omega)

Inputs

Outputs

Configurations

Scripting

averaging: to elemental (fields container)

Inputs

Outputs

Configurations

Scripting

result: plastic strain

Inputs

Outputs

Configurations

Scripting

scoping: transpose

Inputs

Outputs

Configurations

Scripting

result: mass fraction

Inputs

Outputs

Configurations

Scripting

result: plastic strain X

Inputs

Outputs

Configurations

Scripting

result: coordinates (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: plastic strain Y

Inputs

Outputs

Configurations

Scripting

filter: band pass (fields container)

Inputs

Outputs

Configurations

Scripting

geo: to polar coordinates

Inputs

Outputs

Configurations

Scripting

math: fft evaluation

Inputs

Outputs

Configurations

Scripting

result: global total energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: plastic strain Z

Inputs

Outputs

Configurations

Scripting

utility: merge materials

Inputs

Outputs

Configurations

Scripting

serialization: vtk export

Inputs

Outputs

Configurations

Scripting

result: dynamic viscosity

Inputs

Outputs

Configurations

Scripting

result: plastic strain XY

Inputs

Outputs

Configurations

Scripting

result: hydrostatic pressure

Inputs

Outputs

Configurations

Scripting

result: compute stress von mises

Inputs

Outputs

Configurations

Scripting

filter: low pass (scoping)

Inputs

Outputs

Configurations

Scripting

mesh: iso surfaces

Inputs

Outputs

Configurations

Scripting

result: plastic strain YZ

Inputs

Outputs

Configurations

Scripting

result: plastic strain XZ

Inputs

Outputs

Configurations

Scripting

result: workflow energy per harmonic

Inputs

Outputs

Configurations

Scripting

result: plastic strain principal 3

Inputs

Outputs

Configurations

Scripting

result: plastic strain intensity

Inputs

Outputs

Configurations

Scripting

result: plastic strain max_shear

Inputs

Outputs

Configurations

Scripting

filter: low pass (timefreq)

Inputs

Outputs

Configurations

Scripting

filter: band pass (field)

Inputs

Outputs

Configurations

Scripting

result: thermal strain X

Inputs

Outputs

Configurations

Scripting

result: thermal strain Y

Inputs

Outputs

Configurations

Scripting

math: accumulate level over label

Inputs

Outputs

Configurations

Scripting

result: equivalent radiated power

Inputs

Outputs

Configurations

Scripting

result: thermal strain Z

Inputs

Outputs

Configurations

Scripting

result: thermal strain XY

Inputs

Outputs

Configurations

Scripting

math: accumulate over label

Inputs

Outputs

Configurations

Scripting

utility: merge scopings containers

Inputs

Outputs

Configurations

Scripting

result: thermal strain YZ

Inputs

Outputs

Configurations

Scripting

result: thermal strain principal 1

Inputs

Outputs

Configurations

Scripting

result: thermal strain principal 2

Inputs

Outputs

Configurations

Scripting

result: thermal strain principal 3

Inputs

Outputs

Configurations

Scripting

result: wall shear stress

Inputs

Outputs

Configurations

Scripting

result: velocity

Inputs

Outputs

Configurations

Scripting

result: reaction force

Inputs

Outputs

Configurations

Scripting

serialization: serializer

Inputs

Outputs

Configurations

Scripting

result: velocity X

Inputs

Outputs

Configurations

Scripting

result: reaction force X

Inputs

Outputs

Configurations

Scripting

geo: cartesian to spherical coordinates (fields container)

Inputs

Outputs

Configurations

Scripting

result: global external work (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: acceleration

Inputs

Outputs

Configurations

Scripting

result: element centroids

Inputs

Outputs

Configurations

Scripting

result: acceleration Z

Inputs

Outputs

Configurations

Scripting

scoping: rescope (fields container)

Inputs

Outputs

Configurations

Scripting

result: displacement

Inputs

Outputs

Configurations

Scripting

result: displacement X

Inputs

Outputs

Configurations

Scripting

averaging: force_summation

Inputs

Outputs

Configurations

Scripting

result: displacement Y

Inputs

Outputs

Configurations

Scripting

result: displacement Z

Inputs

Outputs

Configurations

Scripting

result: heat flux X

Inputs

Outputs

Configurations

Scripting

result: heat flux Y

Inputs

Outputs

Configurations

Scripting

result: electric field

Inputs

Outputs

Configurations

Scripting

result: total contact moment

Inputs

Outputs

Configurations

Scripting

result: heat flux Z

Inputs

Outputs

Configurations

Scripting

serialization: serialize to hdf5

Inputs

Outputs

Configurations

Scripting

result: element orientations

Inputs

Outputs

Configurations

Scripting

result: element orientations Y

Inputs

Outputs

Configurations

Scripting

mesh: split mesh wrt property

Inputs

Outputs

Configurations

Scripting

result: element orientations Z

Inputs

Outputs

Configurations

Scripting

result: element nodal forces

Inputs

Outputs

Configurations

Scripting

result: compute total strain Z

Inputs

Outputs

Configurations

Scripting

result: structural temperature

Inputs

Outputs

Configurations

Scripting

metadata: result info provider

Inputs

Outputs

Configurations

Scripting

mesh: skin (tri mesh)

Inputs

Outputs

Configurations

Scripting

result: stress ratio

Inputs

Outputs

Configurations

Scripting

filter: band pass (timescoping)

Inputs

Outputs

Configurations

Scripting

result: accu eqv plastic strain

Inputs

Outputs

Configurations

Scripting

result: plastic state variable

Inputs

Outputs

Configurations

Scripting

math: average over label

Inputs

Outputs

Configurations

Scripting

result: accu eqv creep strain

Inputs

Outputs

Configurations

Scripting

result: plastic strain energy density

Inputs

Outputs

Configurations

Scripting

result: material property of element

Inputs

Outputs

Configurations

Scripting

result: creep strain energy density

Inputs

Outputs

Configurations

Scripting

result: erp radiation efficiency

Inputs

Outputs

Configurations

Scripting

result: elastic strain energy density

Inputs

Outputs

Configurations

Scripting

result: contact status

Inputs

Outputs

Configurations

Scripting

serialization: field to csv

Inputs

Outputs

Configurations

Scripting

result: contact penetration

Inputs

Outputs

Configurations

Scripting

result: contact pressure

Inputs

Outputs

Configurations

Scripting

result: contact friction stress

Inputs

Outputs

Configurations

Scripting

result: contact total stress

Inputs

Outputs

Configurations

Scripting

result: contact sliding distance

Inputs

Outputs

Configurations

Scripting

utility: merge generic data container

Inputs

Outputs

Configurations

Scripting

result: global joint internal energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: cyclic expanded element nodal forces

Inputs

Outputs

Configurations

Scripting

serialization: vtk to fields

Inputs

Outputs

Configurations

Scripting

result: contact gap distance

Inputs

Outputs

Configurations

Scripting

utility: merge any objects

Inputs

Outputs

Configurations

Scripting

result: contact surface heat flux

Inputs

Outputs

Configurations

Scripting

result: elemental volume

Inputs

Outputs

Configurations

Scripting

result: artificial hourglass energy

Inputs

Outputs

Configurations

Scripting

result: kinetic energy

Inputs

Outputs

Configurations

Scripting

result: thermal dissipation energy

Inputs

Outputs

Configurations

Scripting

result: nodal force

Inputs

Outputs

Configurations

Scripting

result: total mass

Inputs

Outputs

Configurations

Scripting

result: rms static pressure

Inputs

Outputs

Configurations

Scripting

result: swelling strains

Inputs

Outputs

Configurations

Scripting

result: total contact force

Inputs

Outputs

Configurations

Scripting

result: temperature

Inputs

Outputs

Configurations

Scripting

result: compute stress

Inputs

Outputs

Configurations

Scripting

result: raw displacement

Inputs

Outputs

Configurations

Scripting

result: raw reaction force

Inputs

Outputs

Configurations

Scripting

result: turbulent kinetic energy (k)

Inputs

Outputs

Configurations

Scripting

result: electric potential

Inputs

Outputs

Configurations

Scripting

result: thickness

Inputs

Outputs

Configurations

Scripting

result: mapdl run

Inputs

Outputs

Configurations

Scripting

result: equivalent mass

Inputs

Outputs

Configurations

Scripting

result: custom result

Inputs

Outputs

Configurations

Scripting

result: elemental heat generation

Inputs

Outputs

Configurations

Scripting

result: temperature gradient

Inputs

Outputs

Configurations

Scripting

result: joint force reaction

Inputs

Outputs

Configurations

Scripting

result: joint moment reaction

Inputs

Outputs

Configurations

Scripting

result: beam T shear force (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: joint relative displacement

Inputs

Outputs

Configurations

Scripting

result: joint relative rotation

Inputs

Outputs

Configurations

Scripting

result: joint relative velocity

Inputs

Outputs

Configurations

Scripting

result: joint relative acceleration

Inputs

Outputs

Configurations

Scripting

result: joint relative angular acceleration

Inputs

Outputs

Configurations

Scripting

result: global internal energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

serialization: txt to data tree

Inputs

Outputs

Configurations

Scripting

result: thermal strains eqv

Inputs

Outputs

Configurations

Scripting

result: elemental summable miscellaneous data

Inputs

Outputs

Configurations

Scripting

result: elemental non summable miscellaneous data

Inputs

Outputs

Configurations

Scripting

utility: merge supports

Inputs

Outputs

Configurations

Scripting

result: global kinetic energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

math: matrix inverse

Inputs

Outputs

Configurations

Scripting

result: global time step (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: global rigid body stopper energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

geo: cartesian to spherical coordinates

Inputs

Outputs

Configurations

Scripting

result: global spring and damper energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: beam T bending moment (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: global hourglass energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: global system damping energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: global eroded kinetic energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: global energy ratio (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: global added mass (LSDyna)

Inputs

Outputs

Configurations

Scripting

mapping: on reduced coordinates

Inputs

Outputs

Configurations

Scripting

invariant: principal invariants (fields container)

Inputs

Outputs

Configurations

Scripting

result: global added mass (percentage) (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: global center of mass (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: beam S shear force (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: beam S bending moment (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: beam RS shear stress (LSDyna)

Inputs

Outputs

Configurations

Scripting

utility: merge fields into field matrix

Inputs

Outputs

Configurations

Scripting

result: beam axial plastic strain (LSDyna)

Inputs

Outputs

Configurations

Scripting

invariant: von mises eqv (field)

Inputs

Outputs

Configurations

Scripting

invariant: segalman von mises eqv (field)

Inputs

Outputs

Configurations

Scripting

result: part eroded internal energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: part kinetic energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

scoping: on mesh property

Inputs

Outputs

Configurations

Scripting

serialization: string deserializer

Inputs

Outputs

Configurations

Scripting

result: compute stress Z

Inputs

Outputs

Configurations

Scripting

result: part eroded kinetic energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

scoping: from mesh

Inputs

Outputs

Configurations

Scripting

result: part added mass (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: part hourglass energy (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: part rigid body velocity (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: interface contact force (LSDyna)

Inputs

Outputs

Configurations

Scripting

min_max: time of max

Inputs

Outputs

Configurations

Scripting

scoping: nodes in mesh

Inputs

Outputs

Configurations

Scripting

metadata: cyclic support provider

Inputs

Outputs

Configurations

Scripting

result: interface resultant contact force (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: interface contact moment (LSDyna)

Inputs

Outputs

Configurations

Scripting

result: density

Inputs

Outputs

Configurations

Scripting

averaging: elemental to elemental nodal (fields container)

Inputs

Outputs

Configurations

Scripting

result: total pressure

Inputs

Outputs

Configurations

Scripting

result: mean velocity

Inputs

Outputs

Configurations

Scripting

result: Lighthill tensor divergence

Inputs

Outputs

Configurations

Scripting

result: entropy

Inputs

Outputs

Configurations

Scripting

result: volume fraction

Inputs

Outputs

Configurations

Scripting

result: mass flow rate

Inputs

Outputs

Configurations

Scripting

result: mach number

Inputs

Outputs

Configurations

Scripting

result: rms temperature

Inputs

Outputs

Configurations

Scripting

scoping: scoping get attribute

Inputs

Outputs

Configurations

Scripting

result: read cms_rbd file

Inputs

Outputs

Configurations

Scripting

result: mean temperature

Inputs

Outputs

Configurations

Scripting

min_max: over fields container

Inputs

Outputs

Configurations

Scripting

result: surface heat rate

Inputs

Outputs

Configurations

Scripting

result: thermal conductivity

Inputs

Outputs

Configurations

Scripting

utility: extract scoping

Inputs

Outputs

Configurations

Scripting

result: specific heat

Inputs

Outputs

Configurations

Scripting

result: turbulent dissipation rate (epsilon)

Inputs

Outputs

Configurations

Scripting

metadata: time freq provider

Inputs

Outputs

Configurations

Scripting

metadata: mesh info provider

Inputs

Outputs

Configurations

Scripting

result: von mises stresses as mechanical

Inputs

Outputs

Configurations

Scripting

metadata: streams provider

Inputs

Outputs

Configurations

Scripting

result: poynting vector surface

Inputs

Outputs

Configurations

Scripting

metadata: datasources provider

Inputs

Outputs

Configurations

Scripting

scoping: rescope

Inputs

Outputs

Configurations

Scripting

filter: low pass (timescoping)

Inputs

Outputs

Configurations

Scripting

utility: data sources get attribute

Inputs

Outputs

Configurations

Scripting

mesh: meshes provider

Inputs

Outputs

Configurations

Scripting

utility: for each

Inputs

Outputs

Configurations

Scripting

metadata: mesh selection manager provider

Inputs

Outputs

Configurations

Scripting

metadata: boundary condition provider

Inputs

Outputs

Configurations

Scripting

utility: merge property fields

Inputs

Outputs

Configurations

Scripting

metadata: cyclic analysis?

Inputs

Outputs

Configurations

Scripting

metadata: material support provider

Inputs

Outputs

Configurations

Scripting

scoping: on named selection

Inputs

Outputs

Configurations

Scripting

scoping: reduce sampling scoping

Inputs

Outputs

Configurations

Scripting

math: accumulation per scoping

Inputs

Outputs

Configurations

Scripting

result: coordinate system

Inputs

Outputs

Configurations

Scripting

logic: splitter::streams

Inputs

Outputs

Configurations

Scripting

serialization: hdf5dpf custom read

Inputs

Outputs

Configurations

Scripting

result: nodal_to_global

Inputs

Outputs

Configurations

Scripting

scoping: rescope custom type field

Inputs

Outputs

Configurations

Scripting

result: global_to_nodal

Inputs

Outputs

Configurations

Scripting

min_max: min max by entity over time

Inputs

Outputs

Configurations

Scripting

result: rigid transformation provider

Inputs

Outputs

Configurations

Scripting

min_max: max over time

Inputs

Outputs

Configurations

Scripting

scoping: connectivity ids

Inputs

Outputs

Configurations

Scripting

utility: remote workflow instantiate

Inputs

Outputs

Configurations

Scripting

utility: remote operator instantiate

Inputs

Outputs

Configurations

Scripting

math: compute residual and error

Inputs

Outputs

Configurations

Scripting

result: add rigid body motion (fields container)

Inputs

Outputs

Configurations

Scripting

utility: merge time freq supports

Inputs

Outputs

Configurations

Scripting

min_max: incremental over fields container

Inputs

Outputs

Configurations

Scripting

scoping: split on property type

Inputs

Outputs

Configurations

Scripting

utility: overlap fields

Inputs

Outputs

Configurations

Scripting

averaging: elemental nodal to nodal elemental (field)

Inputs

Outputs

Configurations

Scripting

scoping: adapt with scopings container

Inputs

Outputs

Configurations

Scripting

utility: change shell layers

Inputs

Outputs

Configurations

Scripting

utility: merge meshes

Inputs

Outputs

Configurations

Scripting

utility: merge fields

Inputs

Outputs

Configurations

Scripting

utility: merge weighted fields

Inputs

Outputs

Configurations

Scripting

utility: merge fc to fc field matrices

Inputs

Outputs

Configurations

Scripting

filter: high pass (field)

Inputs

Outputs

Configurations

Scripting

min_max: max by component

Inputs

Outputs

Configurations

Scripting

utility: weighted merge fields by label

Inputs

Outputs

Configurations

Scripting

utility: merge fields by label

Inputs

Outputs

Configurations

Scripting

averaging: elemental to elemental nodal (field)

Inputs

Outputs

Configurations

Scripting

utility: merge meshes containers

Inputs

Outputs

Configurations

Scripting

min_max: min max by entity

Inputs

Outputs

Configurations

Scripting

utility: merge collections

Inputs

Outputs

Configurations

Scripting

logic: merge solid and shell fields

Inputs

Outputs

Configurations

Scripting

min_max: min over time

Inputs

Outputs

Configurations

Scripting

geo: element nodal contribution

Inputs

Outputs

Configurations

Scripting

min_max: over label

Inputs

Outputs

Configurations

Scripting

min_max: min by component

Inputs

Outputs

Configurations

Scripting

serialization: serializer to string

Inputs

Outputs

Configurations

Scripting

serialization: deserializer

Inputs

Outputs

Configurations

Scripting

result: cyclic expanded velocity

Inputs

Outputs

Configurations

Scripting

mesh: skin

Inputs

Outputs

Configurations

Scripting

utility: split in for each range

Inputs

Outputs

Configurations

Scripting

utility: incremental field

Inputs

Outputs

Configurations

Scripting

utility: incremental fields container

Inputs

Outputs

Configurations

Scripting

geo: rotate (fields container)

Inputs

Outputs

Configurations

Scripting

utility: incremental property field

Inputs

Outputs

Configurations

Scripting

utility: incremental mesh

Inputs

Outputs

Configurations

Scripting

mesh: points from coordinates

Inputs

Outputs

Configurations

Scripting

utility: incremental concantenate as fields container.

Inputs

Outputs

Configurations

Scripting

utility: make producer consumer for each iterator

Inputs

Outputs

Configurations

Scripting

utility: producer consumer for each

Inputs

Outputs

Configurations

Scripting

averaging: extend to mid nodes (field)

Inputs

Outputs

Configurations

Scripting

invariant: eigen vectors (on fields container)

Inputs

Outputs

Configurations

Scripting

mesh: mesh get attribute

Inputs

Outputs

Configurations

Scripting

metadata: time freq support get attribute

Inputs

Outputs

Configurations

Scripting

utility: set attribute

Inputs

Outputs

Configurations

Scripting

utility: field get attribute

Inputs

Outputs

Configurations

Scripting

min_max: time of min

Inputs

Outputs

Configurations

Scripting

min_max: max over phase

Inputs

Outputs

Configurations

Scripting

min_max: phase of max

Inputs

Outputs

Configurations

Scripting

utility: voigt to standard strains

Inputs

Outputs

Configurations

Scripting

utility: voigt to standard strains (fields container)

Inputs

Outputs

Configurations

Scripting

min_max: incremental over field

Inputs

Outputs

Configurations

Scripting

utility: workflow to pydpf generator

Inputs

Outputs

Configurations

Scripting

filter: signed high pass (timefreq)

Inputs

Outputs

Configurations

Scripting

logic: same string fields?

Inputs

Outputs

Configurations

Scripting

logic: same meshes?

Inputs

Outputs

Configurations

Scripting

logic: same fields?

Inputs

Outputs

Configurations

Scripting

logic: fields included?

Inputs

Outputs

Configurations

Scripting

logic: same fields container?

Inputs

Outputs

Configurations

Scripting

filter: high pass (scoping)

Inputs

Outputs

Configurations

Scripting

filter: high pass (timescoping)

Inputs

Outputs

Configurations

Scripting

filter: high pass (fields container)

Inputs

Outputs

Configurations

Scripting

filter: low pass (field)

Inputs

Outputs

Configurations

Scripting

filter: low pass (fields container)

Inputs

Outputs

Configurations

Scripting

filter: band pass (scoping)

Inputs

Outputs

Configurations

Scripting

filter: band pass (timefreq)

Inputs

Outputs

Configurations

Scripting

filter: signed high pass (scoping)

Inputs

Outputs

Configurations

Scripting

filter: signed high pass (timescoping)

Inputs

Outputs

Configurations

Scripting

filter: signed high pass (fields container)

Inputs

Outputs

Configurations

Scripting

serialization: csv to field

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Scripting

result: members in compression not certified

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Scripting

result: members in bending not certified

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result: members in linear compression bending not certified

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invariant: convertnum nod to bcs

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geo: rotate

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logic: enrich materials

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serialization: data tree to json

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serialization: data tree to txt

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serialization: json to data tree

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averaging: nodal difference (fields container)

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logic: descending sort

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logic: ascending sort (fields container)

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logic: descending sort (fields container)

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serialization: import symbolic workflow

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filter: filtering max over time workflow

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metadata: integrate over time freq

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utility: extract time freq

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averaging: nodal difference (field)

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result: compute stress YZ

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logic: splitter::data_sources

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averaging: to elemental nodal (fields container)

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averaging: elemental nodal to nodal (field)

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averaging: elemental nodal to nodal (fields container)

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averaging: elemental to nodal (field)

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averaging: elemental to nodal (fields container)

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averaging: to nodal (field)

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averaging: to nodal (fields container)

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averaging: elemental mean (field)

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averaging: elemental mean (fields container)

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averaging: nodal to elemental (field)

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averaging: nodal to elemental (fields container)

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invariant: eigen values (field)

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invariant: principal invariants (field)

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invariant: von mises eqv (fields container)

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invariant: segalman von mises eqv (fields container)

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scoping: compute element centroids

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math: entity extractor

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metadata: cyclic mesh expansion

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result: cyclic analytic stress eqv max

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result: remove rigid body motion (fields container)

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result: cyclic expansion

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averaging: nodal fraction (fields container)

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result: recombine cyclic harmonic indices

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mapping: on coordinates

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mapping: scoping on coordinates

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filter: abc weightings

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mapping: solid to skin

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mapping: solid to skin (fields container)

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averaging: elemental difference (field)

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averaging: elemental fraction (fields container)

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averaging: extend to mid nodes (fields container)

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geo: rotate cylindrical coordinates

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geo: rotate in cylindrical coordinates (fields container)

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geo: spherical to cartesian coordinates (fields container)

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geo: spherical to cartesian coordinates

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mesh: change cs (meshes)

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geo: normals provider nl (nodes, faces, or elements)

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geo: elements volumes over time

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math: window bartlett

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mesh: from scoping

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mesh: split field wrt mesh regions

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result: torque

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Scripting

result: euler load buckling

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geo: faces area

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result: compute stress 3

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geo: gauss to node (field)

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averaging: gauss to node (fields container)

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math: correlation

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math: mac

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result: workflow energy per component

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result: add rigid body motion (field)

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result: split on facet indices

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result: cyclic expanded temperature

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result: enf solution to global cs

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result: cms matrices provider

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result: rom data provider

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result: prns to field

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result: remove rigid body motion (field)

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Scripting

result: cyclic expanded displacement

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result: cyclic expanded acceleration

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Scripting

result: cyclic expanded stress

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result: cyclic expanded el strain

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result: cms subfile info provider

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result: cyclic volume

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result: cyclic nmisc

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invariant: convertnum operator

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Scripting

result: compute total strain XZ

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result: cms dst table provider

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result: spectrum data

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invariant: eigen vectors (on field)

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result: mapdl material properties

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result: mapdl_section

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result: compute invariant terms motion

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result: write motion dfmf file

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result: split to acmo facet indices

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result: stress solution to global cs

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result: elastic strain solution to global cs

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result: plastic strain to global cs

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math: qr solve

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result: von mises strains as mechanical workflow

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mesh: mesh clipper

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serialization: migrate to vtk

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result: cyclic expanded element heat flux

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mesh: external layer

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mesh: mesh cutter

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mesh: mesh plan clipper

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mesh: mesh_to_graphics

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mesh: mesh_to_graphics_edges

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geo: scoping normals

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mesh: combine levelset

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mesh: exclude levelset

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mesh: make plane levelset

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mesh: make sphere levelset

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mesh: mesh extraction

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mesh: wireframe

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mesh: mesh to tetra

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mapping: fft

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math: fft gradient evaluation

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math: fft multi harmonic solution minmax

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math: svd

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math: time integration

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math: time derivation

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mapping: prep sampling fft

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math: fft filtering and cubic fitting

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math: window triangular

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math: window hanning

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math: window hamming

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math: window welch

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math: window blackman

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math: window triangular (fields container)

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Scripting

math: window hanning (fields container)

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Scripting

math: window hamming (fields container)

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Scripting

math: window welch (fields container)

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math: window blackman (fields container)

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serialization: hdf5dpf generate result file

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result: migrate to h5dpf

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result: cgns result provider

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result: von mises stresses as mechanical workflow

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utility: hdf5dpf workflow provider

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Scripting

other: hdf5dpf mesh property provider

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serialization: migrate to vtu

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serialization: vtu export

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Scripting

result: compute total strain Y

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Scripting

result: compute stress 2

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Scripting

result: compute total strain

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Scripting

result: compute total strain XY

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Scripting

result: compute total strain YZ

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Scripting

result: compute total strain 1

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Scripting

result: compute total strain 2

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Scripting

result: compute total strain 3

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Scripting

result: compute stress X

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Scripting

compression: apply zfp

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Scripting

result: compute stress Y

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Scripting

server: grpc start server

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Scripting

result: compute stress XY

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Scripting

result: compute stress XZ

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Scripting

result: compute stress 1

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server: grpc shutdown server

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mesh: decimate mesh

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mesh: acmo mesh provider

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result: von mises strains as mechanical

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compression: apply svd

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Scripting

compression: zfp decompression

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Scripting