Dr Lina Stankovic

Reader

Electronic and Electrical Engineering

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, 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. Energy analytics together with motion analysis directly impact remote health monitoring, including rehabilitation, to reduce load on the healthcare system. 

Overall my research interests revolve around finding patterns in and mining information from noisy, multi modeal 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.

Expertise

Has expertise in:

    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

Prizes 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

Publications

Quantification of dairy farm energy consumption to support the transition to sustainable farming
Todic Tamara, Stankovic Lina, Stankovic Vladimir, Shi Jiufeng
International Conference on Smart Computing 2022 (2022)
Low-frequency non-intrusive load monitoring of electric vehicles in houses with solar generation : generalisability and transferability
Vavouris Apostolos, Garside Benjamin, Stankovic Lina, Stankovic Vladimir
Energies Vol 15 (2022)
https://doi.org/10.3390/en15062200
Human activity recognition of individuals with lower limb amputation in free-living conditions : a pilot study
Jamieson Alexander, Murray Laura, Stankovic Lina, Stankovic Vladimir, Buis Arjan
Sensors Vol 21 (2021)
https://doi.org/10.3390/s21248377
Multi-channel coherency migration (MCM) location algorithm: improving its computational efficiency and location accuracy
Parastatidis Emmanouil, Pytharouli Stella, Stankovic Lina, Stankovic Vladimir, Shi Peidong
AGU Fall meeting 2021 (2021)
Graph spectral image classification
Ye Minxiang, Stankovic Vladimir, Stankovic Lina, Cheung Gene
Graph Spectral Image Processing (2021) (2021)
Transparent AI : explainability of deep learning based load disaggregation
Murray David, Stankovic Lina, Stankovic Vladimir
The 1st ACM SIGEnergy Workshop of Fair, Accountable, Transparent, and Ethical AI for Smart Environments and Energy Systems, pp. 268-271 (2021)
https://doi.org/10.1145/3486611.3492410

More publications

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

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

Responsible data processing
Speaker
23/11/2021
Data sharing as a driver for innovation
Speaker
22/11/2021
External expert evaluation of PhD thesis "Energy disaggregation techniques for visualization and improvement of energy efficiency in processes and buildings“ by Diego Garcia Perez, University of Oviedo, Spain
Examiner
10/5/2021
External examiner for PhD viva of Ruth Ande on Occupant-centric energy management for small commercial buildings
Examiner
12/2/2021
External examiner for PhD defense of Tien Huu Do at Vrije Universiteit Brussel
Examiner
2/12/2020
5th International Workshop on Non Intrusive Load Monitoring
Organiser
18/11/2020

More professional activities

Projects

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
Smart pumping for Subsurface Engineering (Prosperity Partnership)
Shipton, Zoe (Principal Investigator) Corney, Jonathan (Co-investigator) Dempster, William (Co-investigator) Perry, Marcus (Co-investigator) Pytharouli, Stella (Co-investigator) Stankovic, Lina (Co-investigator) Stankovic, Vladimir (Co-investigator) Yang, Shangtong (Co-investigator) Fan, Ding (Researcher) Parastatidis, Emmanouil (Researcher) Rizzuto, Francesco (Researcher) Xi, Xun (Researcher)
Prosperity Partnership: Predictive pumping
01-Jan-2018 - 31-Jan-2023
Eco-Bot: Personalised ICT-tools for the Active Engagement of Consumers Towards Sustainable Energy
Stankovic, Lina (Principal Investigator) Stankovic, Vladimir (Co-investigator) Murray, David (Researcher)
01-Jan-2017 - 31-Jan-2020
EPSRC Global Challenges Research Fund Institutional Sponsorship Award 2017 (GCRF) / R171051-102
Stankovic, Vladimir (Principal Investigator) Stankovic, Lina (Co-investigator)
01-Jan-2017 - 31-Jan-2018

More projects

Address

Electronic and Electrical Engineering
Royal College Building

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