Professor Lina Stankovic

Electronic and Electrical Engineering

Contact

Personal statement

My research expertise is in Signal and Information Processing, with focus on representation, processing, analysis, communications and data management of information in a range of signals including electrical signals, video,  seismic/geoscience, health/biological and other environmental sensor data. Smart meter energy analytics directly impact energy efficiency in the home and non-residential buildings including agriclture, demand response, environmental impact assessment and net zero GHG emissions. Seismic signal analysis directly impacts mitigation of the effects of climate change and human activity on slope failures, with repercussions on civil infrastructure and transport.  

Overall my research interests revolve around finding patterns in and mining information from noisy, multi modal sensor data. My work is particularly aligned with the following university strategic research themes (Measurement Science & Enabling Technologies, Energy, Health & Well-Being)

I am also 1st year advisor of studies for the Computer and Electronic Systems degree at Strathclyde.

Back to staff profile

Area of Expertise

Signal information processing with application to the following problems:

  • Non-intrusive load monitoring, load profiling and disaggregation, activity recognition in smart buildings (Energy and environment)
  • Motion capture and person-centric kinematrics analysis using portable depth and infrared camera systems (Health & Wellbeing)
  • Micro-seismic event analysis, inc. earthquakes (Geosciences)
  • Wireless sensor network solutions for civil infrastructure, such as predicting failure in earthworks (embankments and cuttings) and bridge/scour monitoring
  • Water consumption, treatment and infrastructure monitoring

Prize And Awards

Finalist of the World first 10K Best paper Award (Top 3%)
Recipient
12/7/2017
Paper awarded top 5% by reviewers in Eusipco-2010 conference and invited for journal publication.
Recipient
8/2010

More prizes and awards

Qualifications

PhD and BEng in Electronic Communication Systems from Lancaster University, Senior Member of the IEEE

Back to staff profile

Publications

Smart energy technologies for the collective : time-shifting, demand reduction and household practices in a Positive Energy Neighbourhood in Norway
Guasselli Fernanda, Vavouris Apostolos, Stankovic Lina, Stankovic Vladimir, Didierjean Sébastien, Gram-Hanssen Kirsten
Energy Research and Social Science Vol 110 (2024)
https://doi.org/10.1016/j.erss.2024.103436
Analysis of smart meter data for energy waste management
Batic Djordje, Stankovic Lina, Stankovic Vladimir
Artificial Intelligence for Sustainability Innovations in Business and Financial Services (2024) (2024)
https://doi.org/10.1007/978-3-031-49979-1_8
Multichannel coherence migration grid search (MCMgs) in locating microseismic events recorded by a surface array
Parastatidis E, Pytharouli S, Stankovic L, Stankovic V, Shi P, Hildyard MW
Geophysical Journal International Vol 236, pp. 1042-1052 (2023)
https://doi.org/10.1093/gji/ggad465
Integration of drivers' routines into lifecycle assessment of electric vehicles
Vavouris Apostolos, Stankovic Lina, Stankovic Vladimir
Transportation Research Procedia Vol 70, pp. 322-329 (2023)
https://doi.org/10.1016/j.trpro.2023.11.036
Knowledge distillation for scalable non-intrusive load monitoring
Tanoni Giulia, Stankovic Lina, Stankovic Vladimir, Squartini Stefano, Principi Emanuele
IEEE Transactions on Industrial Informatics (2023)
Performance-aware NILM model optimization for edge deployment
Sykiotis Stavros, Athanasoulias Sotirios, Kaselimi Maria, Doulamis Anastasios, Doulamis Nikolaos, Stankovic Lina, Stankovic Vladimir
IEEE Transactions on Green Communications and Networking Vol 7, pp. 1434-1446 (2023)
https://doi.org/10.1109/TGCN.2023.3244278

More publications

Back to staff profile

Teaching

Current classes:

1st year Engineering Design for Software Development inc. Python programming

4th/5th year Information Transmission and Security, inc. Digital communications principles, channel coding

Back to staff profile

Research Interests

  • Smart meter energy analytics, including load disaggregation, prediction and profiling
  • Non-intrusive Load Monitoring, residential and commercial
  • Environmental impact assessment of consumption cycle of Food Systems and Appliances
  • Detecting, classifying, understanding and characterising subsurface processes arising from man-made/induced activities, such as hydraulic fracturing
  • Model-fitting/system characterisation
  • Sensor deployment and data acquisition

Professional Activities

Revolutionising Dairy with Digital Innovation
Contributor
23/1/2024
External Examiner for PhD defense of Pooja Gupta "Information Fusion using Convolutional Transform Learning"
Examiner
29/8/2023
External Examiner for PhD Defense of Anurag Goel "Deep Clustering"
Examiner
24/8/2023
Integration of Drivers’ Routines into Lifecycle Assessment of Electric Vehicles
Contributor
21/6/2023
Trustworthy NILM in context of Demand Response and Sustainability
Keynote speaker
11/5/2023
Benefits of Three-Phase Metering for Load Disaggregation
Contributor
11/11/2022

More professional activities

Projects

Picture-IT: Co-creation of an android based app to support neurotypical and neurodiverse pupils in school with their learning
Stankovic, Lina (Principal Investigator) Stankovic, Vladimir (Co-investigator)
01-Jan-2024 - 30-Jan-2024
User-centric insights from low-frequency smart meter data analysis towards flexibility potential: Stage1
Stankovic, Vladimir (Principal Investigator) Stankovic, Lina (Co-investigator)
15-Jan-2024 - 15-Jan-2024
Quantifying temporal and spatial causalities between climate change and slope failures (New Horizons)
Stankovic, Lina (Principal Investigator) Pytharouli, Stella (Co-investigator) Stankovic, Vladimir (Co-investigator)
01-Jan-2022 - 30-Jan-2024
Near real-time AI-based spatio-temporal analysis of large seismic data sets for illuminating slope instabilities (SPORAL) RSE Saltire International Collaboration Awards
Stankovic, Lina (Principal Investigator) Pytharouli, Stella (Co-investigator) Stankovic, Vladimir (Co-investigator)
01-Jan-2022 - 31-Jan-2024
Boxing Training Machine
Stankovic, Vladimir (Principal Investigator) Stankovic, Lina (Co-investigator)
05-Jan-2021 - 30-Jan-2021
building GrEener and more sustainable soCieties by filling the Knowledge gap in social science and engineering responsible artificial intelligence co-creatiOn (GECKO) MSCA-ITN-2020
Stankovic, Vladimir (Principal Investigator) Stankovic, Lina (Co-investigator)
01-Jan-2021 - 31-Jan-2024

More projects

Back to staff profile

Contact

Professor Lina Stankovic
Electronic and Electrical Engineering

Email: lina.stankovic@strath.ac.uk
Tel: 548 2704

Our faculties & departments