Data Analytics and AI in Power System Operations Course
Apply data analytics and AI to forecasting, anomaly detection, asset health and grid operations with robust validation and responsible governance.
Training Outlines
Introduction
This course shows how data analytics and artificial intelligence can support safer, more efficient power-system operations. It combines data engineering, statistical analysis and machine learning with forecasting, anomaly detection, asset intelligence, control-room applications, validation and responsible deployment.
Objectives
- Design reliable data pipelines for operational power-system analytics.
- Clean, align and contextualise SCADA, PMU, meter and asset data.
- Apply statistical and machine-learning methods to operational problems.
- Develop load, renewable-generation and demand forecasts.
- Detect anomalies, disturbances and emerging equipment failures.
- Use analytics to strengthen situational awareness and decisions.
- Validate model performance, uncertainty and operational robustness.
- Establish explainability, cybersecurity and model-governance controls.
Course Outlines
Day 1: Power-System Data Foundations
- Operational analytics use cases
- SCADA, PMU and smart-meter data
- Asset, weather and market datasets
- Data architecture and time alignment
- Missing data and quality treatment
- Feature engineering for power systems
Day 2: Analytical and Machine-Learning Methods
- Exploratory and statistical analysis
- Regression and classification methods
- Clustering and dimensionality reduction
- Time-series modelling principles
- Neural networks and deep learning
- Performance metrics and cross-validation
Day 3: Forecasting and Uncertainty
- Short-term load forecasting
- Renewable-generation forecasting
- Net-load and ramp prediction
- Weather-feature integration
- Probabilistic forecasts and intervals
- Concept drift and forecast monitoring
Day 4: Asset and Grid Operational Analytics
- Anomaly and event detection
- Predictive maintenance applications
- Equipment health scoring
- State-estimation data screening
- Dynamic security assessment support
- Operator decision-support design
Day 5: Deployment and Responsible Governance
- Model integration with operational systems
- Online inference and latency constraints
- Explainability and human oversight
- Cybersecurity and access controls
- Lifecycle monitoring and retraining
- Operational AI deployment case study
Training Locations
This Data Analytics and AI in Power System Operations Course is available in multiple cities. Please select your preferred location from the list below
Durrës
Albania
Tirana
Albania
Andorra la Vella
Andorra
Escaldes-Engordany
Andorra
Innsbruck
Austria
Salzburg
Austria
Vienna
Austria
Gomel
Belarus
Minsk
Belarus
Antwerp
Belgium
Brussels
Belgium
Banja Luka
Bosnia and Herzegovina
Sarajevo
Bosnia and Herzegovina
Plovdiv
Bulgaria
Sofia
Bulgaria
Dubrovnik
Croatia
Split
Croatia
Zagreb
Croatia
Limassol
Cyprus
Nicosia
Cyprus
Brno
Czech Republic
Prague
Czech Republic
Aarhus
Denmark
Copenhagen
Denmark
Tallinn
Estonia
Tartu
Estonia
Helsinki
Finland
Tampere
Finland
Lyon
France
Marseille
France
Nice
France
Paris
France
Berlin
Germany
Frankfurt
Germany
Hamburg
Germany
Munich
Germany
Athens
Greece
Thessaloniki
Greece
Budapest
Hungary
Debrecen
Hungary
Akureyri
Iceland
Reykjavík
Iceland
Jakarta
Indonesia
Cork
Ireland
Dublin
Ireland
Florence
Italy
Milan
Italy
Naples
Italy
Rome
Italy
Osaka
Japan
Tokyo
Japan
Pristina
Kosovo
Prizren
Kosovo
Liepāja
Latvia
Riga
Latvia
Schaan
Liechtenstein
Vaduz
Liechtenstein
Kaunas
Lithuania
Vilnius
Lithuania
Esch-sur-Alzette
Luxembourg
Luxembourg City
Luxembourg
Kuala Lumpur
Malaysia
Malé
Maldives
St. Julian's
Malta
Valletta
Malta
Bălți
Moldova
Chișinău
Moldova
La Condamine
Monaco
Monte Carlo
Monaco
Budva
Montenegro
Podgorica
Montenegro
Amsterdam
Netherlands
Rotterdam
Netherlands
The Hague
Netherlands
Abuja
Nigeria
Lagos
Nigeria
Port Harcourt
Nigeria
Ohrid
North Macedonia
Skopje
North Macedonia
Bergen
Norway
Oslo
Norway
Gdańsk
Poland
Kraków
Poland
Warsaw
Poland
Faro
Portugal
Lisbon
Portugal
Porto
Portugal
Bucharest
Romania
Cluj-Napoca
Romania
City of San Marino
San Marino
Serravalle
San Marino
Belgrade
Serbia
Novi Sad
Serbia
Singapore
Singapore
Bratislava
Slovakia
Košice
Slovakia
Bled
Slovenia
Ljubljana
Slovenia
Incheon
South Korea
Seoul
South Korea
Barcelona
Spain
Madrid
Spain
Valencia
Spain
Sri Jayawardenepura Kotte
Sri Lanka
Gothenburg
Sweden
Stockholm
Sweden
Bern
Switzerland
Geneva
Switzerland
Zurich
Switzerland
Kaohsiung
Taiwan
Taipei
Taiwan
Ankara
Turkey
Istanbul
Turkey
Kyiv
Ukraine
Lviv
Ukraine
Odesa
Ukraine
Dubai
United Arab Emirates
Birmingham
United Kingdom
Edinburgh
United Kingdom
London
United Kingdom
Manchester
United Kingdom
Rome (Vatican-adjacent)
Vatican City
Vatican City
Vatican City
Training Schedule
Below is the table of cities along with the respective dates for the upcoming training sessions of Data Analytics and AI in Power System Operations Course. Please review the schedule to find the most convenient option for you. You can also use the below search bar to type the city name and filter the results.
| City | Start Date | End Date | Fees | Details |
|---|---|---|---|---|
| Select the Training Schedule tab to load 2956 sessions. | ||||
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