SELECTED WORK

Experience grounded in real problems.

Two focus areas from our data analysis and forecasting work.

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SELECTED WORK

Our project experience.

Close view of a vibration sensor attached to a pump bearing housing
MODELLING APPROACHSchematic illustration

From signals to failure insight.

Failure predictionWe analyse unusual patterns in device behaviour and assess them for predictive modelling. Schematic illustration.Device behaviourTime →
  • Device signal
  • Anomaly pattern
  1. Device data
  2. Anomaly analysis
  3. Failure insight

DEVICE DATA

Failure prediction from anomaly data.

We have carried out failure prediction work using device anomaly data. This experience forms part of our expertise in analysing device behaviour and developing predictive models.

PROJECT NEED
Develop failure prediction models using device anomaly data.
DATA FOCUS
Device anomaly data
WORK DEVELOPED
Failure prediction models
Discuss a similar project
Wind and temperature observation station on a rocky coast
MODELLING APPROACHSchematic illustration

From observations to forecasts.

Weather forecastingWe consider historical weather data alongside the prediction target and forecast horizon. Schematic illustration.Weather variableTime →Forecast starts
  • Past observations
  • Forecast range
  1. Weather data
  2. Forecast model
  3. Weather insight

METEOROLOGICAL DATA

Developing forecasts from meteorological data.

We have developed meteorological forecasting models. This work in data interpretation and forecasting accompanies our project experience in agriculture and information technology.

PROJECT NEED
Develop forecasting models using meteorological data.
DATA FOCUS
Meteorological data
WORK DEVELOPED
Meteorological forecasting models
Discuss a similar project

STARTING A PROJECT

Before the first conversation.

Where do we start a data project?

First, we identify the business decision you want to support. Then we assess available data sources, expected outputs and the scope of the work together.

What data is needed for failure prediction?

We have worked with device anomaly data. For a new project, existing device records, the prediction target and data suitability are assessed together; this determines whether the data is sufficient.

How is meteorological forecasting scoped?

We consider the target variable, forecast horizon and available meteorological data together. Model scope and evaluation criteria are agreed for each project.

SECTOR EXPERIENCE

Data analysis · Anomaly analysis · Forecasting

WORK WITH US

Let’s assess your data and objectives together.

Share your analysis or forecasting needs. We can discuss the available data, technical scope and expected output together.

Discuss your project