emulatorization-api

Java API for emulator design, training and validation. Can be used either as a library in an existing project, or as a web service (backend to the emulatorization-web project).

Requirements

• MATLAB and gpmlab-2.0 code.
• A running matlab-connector instance.
• A running Rserve instance.

Usage as a libary

Getting started

1. Add the dependency to your pom.xml:

   <dependencies>
     <!-- Other dependencies may be here too -->
     <dependency>
       <groupId>org.uncertweb</groupId>
       <artifactId>emulatorization-api</artifactId>
       <version>0.1-SNAPSHOT</version>
     </dependency>
   </dependencies>

   If you have troubles resolving the dependency, add the UncertWeb Maven repository to your list of repositories:

   <repositories>
     <!-- Other repositories may be here too -->
     <repository>
       <id>UncertWebMavenRepository</id>
       <name>UncertWeb Maven Repository</name>
       <url>http://giv-uw.uni-muenster.de/m2/repo</url>
     </repository>
   </repositories>

2. Create et.yml in your resource directory. The example below assumes you have the matlab-connector running locally on port 44444 and Rserve on port 55555:

   matlab:
     host: localhost
     port: 44444
     # You can also substitute host, port for an HTTP proxy
     # proxy: http://somehost/someproxy
     gpml_path: /path/to/gpmlab-2.0
   
   rserve:
     host: localhost
     port: 55555
   
   webapp:
     url: http://localhost:8080/emulatorization-api

Examples

Create a LHS design

import org.uncertweb.et.design.LHSDesign;

public static void main(String[] args) {
  List<Input> inputs = new ArrayList<Input>();
  inputs.add(new VariableInput("A", 0.0, 1.0));

  try {
    Design design = LHSDesign.create(inputs, numSamples);

    for (Double point : design.getPoints("A")) {
      System.out.println(point);
    }
  }
  catch (Exception e) {
    System.err.println(e.getMessage());
  }
}

Usage as a web service

Build

1. Clone the repository.
2. Create et.yml in src/main/resources, as described above.
3. Run mvn package to create a deployable WAR file.

Requests

Type	Purpose
GetProcessIdentifiers	Retrieve a list of supported process identifiers from a web service.
GetProcessDescription	Retrieve a description of a process on a web service.
Screening	Perform input screening on a web service process.
Design	Create a design for a set of inputs.
EvaluateProcess	Evaluate a web service process against a design.
TrainEmulator	Train an emulator using a design and process evaluation result.
EvaluateEmulator	Evaluate an emulator against a design.
Validation	Compare simulator and emulator evaluation results.
QualityIndicators	Compute quality indicators from simulator and emulator evaluation results.

Examples

Request a design

{
  "type": "DesignRequest",
  "size": 50,
  "inputs": [
      {
          "identifier": "A",
          "range": {
              "max": 1,
              "min": 0
          }
      }
  ]
}

Further reading

Is available in my Ph.D. thesis, Uncertainty Analysis in the Model Web (Jones, 2014).