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2020
4 Downloads (Pure)

Smart on-chip Fourier-transform spectrometers harnessing machine learning algorithms

Herrero-Bermello, A., Li, J., Khazaei, M., Grinberg, Y., Villafranca-Velasco, A., Vachon, M., Cheben, P., Stankovic, L., Stankovic, V., Xu, D-X., Schmid, J. H. & Alonso-Ramos, C. A., 6 Feb 2020. 1 p.

Research output: Contribution to conferenceAbstract

Open Access
File
Learning algorithms
Learning systems
Spectrometers
Fourier transforms
Fabrication
2019
17 Downloads (Pure)

A generic optimisation-based approach for improving non-intrusive load monitoring

He, K., Jakovetic, D., Zhao, B., Stankovic, V., Stankovic, L. & Cheng, S., 1 Nov 2019, In : IEEE Transactions on Smart Grid. 10, 6, p. 6472-6480 9 p.

Research output: Contribution to journalArticle

Open Access
File
Monitoring
Heuristic methods
Processing
Analytical models
17 Downloads (Pure)

A novel chaos-based partial image encryption scheme using Lifting Wavelet Transform

Ali Khan, F., Ahmed, J., Ahmad, J., Khan, J. S., Ahmad, F., Stankovic, V. & Larijani, H., 17 Feb 2019. 2 p.

Research output: Contribution to conferencePaper

Open Access
File
Chaos theory
Wavelet transforms
Cryptography
Discrete cosine transforms
Processing
1 Citation (Scopus)
13 Downloads (Pure)

Automation enhancement and accuracy investigation of a portable single-camera gait analysis system

Yang, C., Ugbolue, U. C., McNicol, D., Stankovic, V., Stankovic, L., Kerr, A., Carse, B., Kaliarntas, K. & Rowe, P. J., 30 Jun 2019, In : IET Science, Measurement and Technology. 13, 4, p. 563-571 9 p.

Research output: Contribution to journalArticle

Open Access
File
gait
Gait analysis
systems analysis
automation
Automation
9 Citations (Scopus)
2 Downloads (Pure)

Can non-intrusive load monitoring be used for identifying an appliance's anomalous behaviour?

Rashid, H., Singh, P., Stankovic, V. & Stankovic, L., 15 Mar 2019, In : Applied Energy. 238, p. 796-805 10 p.

Research output: Contribution to journalArticle

Open Access
File
Monitoring
monitoring
anomaly
Fault detection
energy
43 Downloads (Pure)

Deep graph regularized learning for binary classification

Ye, M., Stankovic, V., Stankovic, L. & Cheung, G., 12 May 2019, p. 3537-3541. 5 p.

Research output: Contribution to conferencePaper

Open Access
File
Classifiers
Quadratic programming
Neural networks
Supervised learning
Deep learning
5 Downloads (Pure)

Distinct feature extraction for video-based gait phase classification

Ye, M., Yang, C., Stankovic, V., Stankovic, L. & Cheng, S., 19 Sep 2019, In : IEEE Transactions on Multimedia. 13 p.

Research output: Contribution to journalArticle

Open Access
File
Feature extraction
Patient rehabilitation
Gait analysis
Image acquisition
Image analysis
3 Downloads (Pure)

Distributed intelligent illumination control in the context of probabilistic graphical models

Cosovic, M., Devaja, T., Bajovic, D., Machaj, J., McCutcheon, G., Stankovic, V., Stankovic, L. & Vukobratovic, D., 18 Jun 2019, 2019 4th International Conference on Smart and Sustainable Technologies, SpliTech 2019. Perkovic, T., Vukojevic, K., Rodrigues, J. J. P. C., Rodrigues, J. J. P. C., Nizetic, S., Patrono, L. & Solic, P. (eds.). Piscataway, N.J.: IEEE, 6 p. 8783018

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

Open Access
File
Lighting
Light emitting diodes
Dimming (lamps)
Electronic data interchange
Switching frequency
44 Downloads (Pure)

Effect of external daylight in smart dimmable LED lighting systems

Petkovic, M., Bajovic, D., Vukobratovic, D., McCutcheon, G., Stankovic, L. & Stankovic, V., 13 Mar 2019, (Accepted/In press). 5 p.

Research output: Contribution to conferencePaper

Open Access
File
Light emitting diodes
Lighting
Electric lamps
Energy utilization
1 Downloads (Pure)

Evaluation of home-based rehabilitation sensing systems with respect to standardised clinical tests

Vourganas, I., Stankovic, V., Stankovic, L. & Michala, A. L., 19 Dec 2019, In : Sensors. 20, 1, 15 p., 26.

Research output: Contribution to journalArticle

Open Access
File
acceptability
Patient rehabilitation
Rehabilitation
evaluation
Patient Participation
49 Downloads (Pure)

Evaluation of non-intrusive load monitoring algorithms for appliance-level anomaly detection

Rashid, H., Stankovic, V., Stankovic, L. & Singh, P., 1 Feb 2019, (Accepted/In press). 5 p.

Research output: Contribution to conferencePaper

Open Access
File
Monitoring
Energy utilization
Feedback
1 Citation (Scopus)
13 Downloads (Pure)

Factors that contribute to the use of stroke self-rehabilitation technologies: a review

Vourganas, I., Stankovic, V., Stankovic, L. & Kerr, A., 15 Aug 2019, In : JMIR Biomedical Engineering. 4, 1, 17 p., e13732.

Research output: Contribution to journalArticle

Open Access
File
Patient rehabilitation
Health care
Learning systems
Visualization
Costs
3 Downloads (Pure)

Object detection techniques: overview and performance comparison

Noman, M., Stankovic, V. & Tawfik, A., 4 Nov 2019, (Accepted/In press). 4 p.

Research output: Contribution to conferencePaper

Open Access
File
Application programs
Interfaces (computer)
Object detection

On-chip Fourier-transform spectrometers and machine learning: a new route to smart photonic sensors

Herrero-Bermello, A., Li, J., Khazaei, M., Grinberg, Y., Vellasco, A. V., Vachon, M., Cheben, P., Stankovic, L., Stankovic, V., Xu, D-X., Schmid, J. H. & Alonso-Ramos, C., 4 Nov 2019, (Accepted/In press) In : Optics Letters. 5 p.

Research output: Contribution to journalArticle

machine learning
learning
chips
routes
photonics
94 Downloads (Pure)

Transferability of neural networks approaches for low-rate energy disaggregation

Murray, D., Stankovic, L., Stankovic, V., Lulic, S. & Sladojevic, S., 1 Feb 2019, (Accepted/In press). 5 p.

Research output: Contribution to conferencePaper

Open Access
File
Neural networks
Monitoring
Smart meters
Source separation
Hidden Markov models

Trends and challenges in smart metering analytics

Khazaei, M., Stankovic, L. & Stankovic, V., 1 Nov 2019, (Accepted/In press) Review of Business and Technology Research (RBTR). Springer, 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

Feedback
Monitoring
Electric power distribution
Electron energy levels
2018
1 Citation (Scopus)
22 Downloads (Pure)

Alternating binary classifier and graph learning from partial labels

Yang, C., Cheung, G. & Stankovic, V., 12 Nov 2018. 4 p.

Research output: Contribution to conferencePaper

Open Access
File
Labels
Classifiers
Learning algorithms
Restoration
Support vector machines
3 Citations (Scopus)
37 Downloads (Pure)

Appliance electrical consumption modelling at scale using smart meter data

Murray, D. M., Stankovic, L., Stankovic, V. & Espinoza-Orias, N. D., 20 Jun 2018, In : Journal of Cleaner Production. 187, p. 237-249 13 p.

Research output: Contribution to journalArticle

Open Access
File
Smart meters
Cooking
food
life cycle
Life cycle
57 Downloads (Pure)

Electricity usage profile disaggregation of hourly smart meter data

Zhao, B., Stankovic, L. & Stankovic, V., 7 Mar 2018. 4 p.

Research output: Contribution to conferencePoster

Open Access
File
Smart meters
Electricity
Electric power measurement
Monitoring
Reactive power
9 Citations (Scopus)
107 Downloads (Pure)

Improving event-based non-intrusive load monitoring using graph signal processing

Zhao, B., He, K., Stankovic, L. & Stankovic, V., 20 Sep 2018, In : IEEE Access. p. 1-15 15 p.

Research output: Contribution to journalArticle

Open Access
File
Signal processing
Monitoring
Smart meters
Electric power utilization
Electricity
3 Citations (Scopus)
9 Downloads (Pure)

Intertwining and NCA maps based new image encryption scheme

Ali Khan, F., Ahmed, J., Ahmad, J., Khan, J. S. & Stankovic, V., 16 Aug 2018. 5 p.

Research output: Contribution to conferencePaper

Open Access
File
Cryptography
Internet
Chaos theory
Communication
37 Downloads (Pure)

Linear state estimation via 5G C-RAN cellular networks using Gaussian belief propagation

Cosovic, M., Vukobratovic, D. & Stankovic, V., 15 Apr 2018. 6 p.

Research output: Contribution to conferencePaper

Open Access
File
State estimation
Network architecture
Base stations
Linear systems
Scalability
46 Citations (Scopus)
481 Downloads (Pure)

Non-intrusive load disaggregation using graph signal processing

He, K., Stankovic, L., Liao, J. & Stankovic, V., 31 May 2018, In : IEEE Transactions on Smart Grid. 9, 3, p. 1739-1747 9 p.

Research output: Contribution to journalArticle

Open Access
File
Signal processing
Monitoring
Hidden Markov models
Decision trees
Simulated annealing
1 Citation (Scopus)
24 Downloads (Pure)

Optimal detection and error exponents for hidden semi-Markov models

Bajović, D., He, K., Stanković, L., Vukobratović, D. & Stanković, V., 31 Oct 2018, In : IEEE Journal on Selected Topics in Signal Processing. 12, 5, p. 1077-1092 16 p.

Research output: Contribution to journalArticle

Open Access
File
Time switches
Markov processes
Modulation
Computer simulation
35 Downloads (Pure)

Post-processing for event-based non-intrusive load monitoring

He, K., Jakovetic, D., Stankovic, V. & Stankovic, L., 7 Mar 2018, p. 1-4. 4 p.

Research output: Contribution to conferencePaper

Open Access
File
Monitoring
Processing
Simulated annealing
Analytical models
3 Citations (Scopus)
16 Downloads (Pure)

Shift-enabled graphs: graphs where shift-invariant filters are representable as polynomials of shift operations

Chen, L., Cheng, S., Stankovic, V. & Stankovic, L., 30 Sep 2018, In : IEEE Signal Processing Letters. 25, 9, p. 1305-1309 5 p.

Research output: Contribution to journalArticle

Open Access
File
Polynomials
Filter
Polynomial
Invariant
Graph in graph theory
2017
41 Citations (Scopus)
207 Downloads (Pure)
Open Access
File
Longitudinal Study
longitudinal study
Smart meters
energy
Smart Home
10 Citations (Scopus)
142 Downloads (Pure)

Estimating heart rate and rhythm via 3D motion tracking in depth video

Yang, C., Cheung, G. & Stankovic, V., 1 Jul 2017, In : IEEE Transactions on Multimedia. 19, 7, p. 1625-1636 13 p.

Research output: Contribution to journalArticle

Open Access
File
Restoration
Oximeters
Signal analysis
Biometrics
Power spectrum
2 Citations (Scopus)
143 Downloads (Pure)

Gait phase classification for in-home gait assessment

Ye, M., Yang, C., Stankovic, V., Stankovic, L. & Cheng, S., 31 Aug 2017, p. 1-6. 6 p.

Research output: Contribution to conferencePaper

Open Access
File
Gait analysis
Optical sensors
Feature extraction
Time series
Classifiers
1 Citation (Scopus)
60 Downloads (Pure)

Graph-based clustering for identifying region of interest in eye tracker data analysis

He, K., Yang, C., Stankovic, V. & Stankovic, L., 1 Dec 2017, 2017 IEEE 19th International Workshop on Multimedia Signal Processing (MMSP). Piscataway, NJ.: IEEE, 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

Open Access
File
Signal processing
Image compression
Image quality
Fourier transforms
Trajectories
Open Access
8 Citations (Scopus)
122 Downloads (Pure)

Sleep apnea detection via depth video and audio feature learning

Yang, C., Cheung, G., Stankovic, V., Chan, K. & Ono, N., 1 Apr 2017, In : IEEE Transactions on Multimedia. 19, 4, p. 822-835 15 p.

Research output: Contribution to journalArticle

Open Access
File
Flickering
Classifiers
Video recording
Sleep
Image compression
2016
18 Citations (Scopus)
477 Downloads (Pure)
Open Access
File
Patient rehabilitation
Kinematics
Cameras
Gait analysis
Optical systems
3 Citations (Scopus)
96 Downloads (Pure)

Analysis on tailed distributed arithmetic codes for uniform binary sources

Fang, Y., Stankovic, V., Cheng, S. & Yang, E., 31 Oct 2016, In : IEEE Transactions on Communications. 64, 10, p. 4305-4319 15 p.

Research output: Contribution to journalArticle

Open Access
File
Hamming distance
Decoding
Experiments
10 Citations (Scopus)
85 Downloads (Pure)

Autonomous gait event detection with portable single-camera gait kinematics analysis system

Yang, C., Ugbolue, U. C., Kerr, A., Stankovic, V., Stankovic, L., Carse, B., Kaliarntas, K. T. & Rowe, P. J., 5 Jan 2016, In : Journal of Sensors. 2016, 8 p., 5036857.

Research output: Contribution to journalArticle

Open Access
File
gait
Gait analysis
systems analysis
Kinematics
kinematics
11 Citations (Scopus)
53 Downloads (Pure)

Blind non-intrusive appliance load monitoring using graph-based signal processing

Zhao, B., Stankovic, L. & Stankovic, V., 23 Feb 2016, 2015 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2015. p. 68-72 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

Open Access
File
Signal processing
Monitoring
Energy utilization

Development of an augmented reality-guided computer-assisted orthopaedic surgery system

Smith, N. L., Stankovic, V. & Riches, P., 27 Oct 2016, In : Orthopaedic Proceedings. 98-B, SUPP 16, p. 18 1 p.

Research output: Contribution to journalMeeting abstract

Computer-Assisted Surgery
Orthopedics
Photogrammetry
Head
Fiducial Markers
72 Downloads (Pure)

Energy feedback enabled by load disaggregation

Stankovic, L., Stankovic, V., Murray, D. & Liao, J., 4 Jul 2016, p. 78-84. 7 p.

Research output: Contribution to conferenceAbstract

Open Access
File
Smart meters
Feedback
Energy utilization
Laundering
Domestic appliances
2 Citations (Scopus)
61 Downloads (Pure)

Hamming distance spectrum of DAC codes for equiprobable binary sources

Fang, Y., Stankovic, V., Cheng, S. & Yang, E., 1 Mar 2016, In : IEEE Transactions on Communications. 64, 3, p. 1232-1245 14 p.

Research output: Contribution to journalArticle

Open Access
File
Hamming distance
12 Citations (Scopus)
174 Downloads (Pure)

Human upper limb motion analysis for post-stroke impairment assessment using video analytics

Yang, C., Kerr, A., Stankovic, V., Stankovic, L., Rowe, P. & Cheng, S., 10 Mar 2016, In : IEEE Access. 4, p. 650-659 10 p.

Research output: Contribution to journalArticle

Open Access
File
Decision support systems
Patient rehabilitation
Signal processing
Visualization
Cameras
249 Downloads (Pure)

Low-complexity energy disaggregation using appliance load modelling

Altrabalsi, H., Stankovic, V., Liao, J. & Stankovic, L., 5 Jan 2016, In : AIMS Energy. 4, 1, p. 884-905 21 p.

Research output: Contribution to journalArticle

Open Access
File
Monitoring
Labeling
Support vector machines
Learning systems
Energy conservation
35 Citations (Scopus)
414 Downloads (Pure)

Measuring the energy intensity of domestic activities from smart meter data

Stankovic, L., Stankovic, V., Liao, J. & Wilson, C., 1 Dec 2016, In : Applied Energy. 183, p. 1565-1580 15 p.

Research output: Contribution to journalArticle

Open Access
File
Smart meters
Electricity
Ontology
energy
Laundering
69 Citations (Scopus)
173 Downloads (Pure)

On a training-less solution for non-intrusive appliance load monitoring using graph signal processing

Zhao, B., Stankovic, L. & Stankovic, V., 21 Apr 2016, In : IEEE Access. 4, p. 1784-1799 15 p.

Research output: Contribution to journalArticle

Open Access
File
Signal processing
Monitoring
Sampling
Smart meters
Pattern matching
18 Citations (Scopus)
2326 Downloads (Pure)

Understanding usage patterns of electric kettle and energy saving potential

Murray, D. M., Liao, J., Stankovic, L. & Stankovic, V., 1 Jun 2016, In : Applied Energy. 171, p. 231-242 12 p.

Research output: Contribution to journalArticle

Open Access
File
Energy conservation
household energy
Stoves
Domestic appliances
Potential energy
2015
530 Downloads (Pure)

A data management platform for personalised real-time energy feedback

Murray, D., Liao, J., Stankovic, L., Stankovic, V., Hauxwell-Baldwin, R., Wilson, C., Coleman, M., Kane, T. & Firth, S., Aug 2015, Procededings of the 8th International Conference on Energy Efficiency in Domestic Appliances and Lighting: EEDAL’15. 15 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

Open Access
File
Information management
Feedback
Domestic appliances
Atmospheric humidity
Electric power utilization

Augmented reality: showing the way in orthopaedic surgery

Smith, N., Stankovic, V. & Riches, P., 15 Jul 2015.

Research output: Contribution to conferenceAbstract

Augmented reality
Orthopedics
Surgery
Cameras
Display devices
194 Downloads (Pure)
Open Access
File
Signal processing
Monitoring
Energy utilization
12 Citations (Scopus)
58 Downloads (Pure)

Estimating heart rate via depth video motion tracking

Yang, C., Cheung, G. & Stankovic, V., 3 Jul 2015. 6 p.

Research output: Contribution to conferencePaper

Open Access
File
Heart Rate
Head
Health
Periodicity
Principal Component Analysis
14 Downloads (Pure)

Evaluation of signal processing methods for attention assessment in visual content interaction

Elafoudi, G., Stankovic, V., Stankovic, L., Pappusetti, D. & Kalva, H., 21 Aug 2015, New Trends in Image Analysis and Processing - ICIAP 2015 Workshops: ICIAP 2015 International Workshops, BioFor, CTMR, RHEUMA, ISCA, MADiMa, SBMI, and QoEM, Genoa, Italy, September 7-8, 2015, Proceedings. Murino, V., Puppo, E., Sona, D., Cristani, M. & Sansone, C. (eds.). Cham: Springer, Vol. 9281. p. 580-588 9 p. (Lecture Notes in Computer Science; vol. 9281).

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

Open Access
File
Signal processing
Eye movements
5 Citations (Scopus)
191 Downloads (Pure)

Gait analysis using a single depth camera

Ye, M., Yang, C., Stankovic, V., Stankovic, L. & Kerr, A., 1 Dec 2015, 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP). IEEE, p. 285-289 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

Open Access
File
Gait analysis
Patient rehabilitation
Cameras
Mobile devices
Recovery