Effect of Camera Choice on Image-Classification Inference

Article


Brown, Jason, Nguyen, Andy and Raj, Nawin. 2025. "Effect of Camera Choice on Image-Classification Inference." Applied Sciences. 15 (1). https://doi.org/10.3390/app15010246
Article Title

Effect of Camera Choice on Image-Classification Inference

ERA Journal ID211776
Article CategoryArticle
AuthorsBrown, Jason, Nguyen, Andy and Raj, Nawin
Journal TitleApplied Sciences
Journal Citation15 (1)
Article Number246
Number of Pages24
Year2025
PublisherMDPI AG
Place of PublicationSwitzerland
ISSN2076-3417
Digital Object Identifier (DOI)https://doi.org/10.3390/app15010246
Web Address (URL)https://www.mdpi.com/2076-3417/15/1/246
Abstract

The field of image classification using Convolutional Neural Networks (CNNs) to predict the principal object in an image has seen many recent innovations. One aspect that has not been extensively explored is the effect of the camera employed to acquire images for inference. We investigate this by capturing comparable images of five drinking vessels using six cameras in various scenarios. We examine the classification ranking of object classes when these images are input to an independently pretrained Resnet-18 model based on the ImageNet-1k dataset. We find that the camera used can affect the top prediction of object class, particularly in scenarios with a more complex background. This is the case even when the cameras have similar fields of view. We also introduce a metric called selectivity, defined as the mean absolute difference between prediction probabilities of similar relevant object classes (such as cups and mugs). We show that the effect of the camera is largest when the selectivity of the pretrained model between these object classes is small. The effect of camera choice is also demonstrated quantitatively by examining Cohen’s Kappa (κ) statistic. Finally, we make recommendations on mitigating the effect of the camera on image-classification inference.

Keywordsimage classification; camera; prediction; inference; computer vision
Article Publishing Charge (APC) Amount Paid0.0
Article Publishing Charge (APC) FundingOther
Contains Sensitive ContentDoes not contain sensitive content
ANZSRC Field of Research 2020400904. Electronic device and system performance evaluation, testing and simulation
460304. Computer vision
Byline AffiliationsSchool of Engineering
School of Mathematics, Physics and Computing
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Neupane, Ananta, Raj, Nawin, Deo, Ravinesh and Ali, Mumtaz. 2021. "Development of data-driven models for wind speed forecasting in Australia." Deo, R., Samui, Pijush and Roy, Sanjiban Sekhar (ed.) Predictive modelling for energy management and power systems engineering. Netherlands. Elsevier. pp. 143-190
Guidance law for a surveillance UAV swarm tracking a high capability malicious UAV
Brown, Jason and Raj, Nawin. 2021. "Guidance law for a surveillance UAV swarm tracking a high capability malicious UAV." 2021 IEEE Asia Pacific Conference on Wireless and Mobile (APWiMob 2021). Bandung, Indonesia 08 - 10 Apr 2021 United States. https://doi.org/10.1109/APWiMob51111.2021.9435240
The Impact of Initial Swarm Formation for Tracking of a High Capability Malicious UAV
Brown, Jason and Raj, Nawin. 2021. "The Impact of Initial Swarm Formation for Tracking of a High Capability Malicious UAV." International IOT, Electronics and Mechatronics Conference (IEMTRONICS 2021). Toronto, Canada 21 - 24 Apr 2021 Piscataway, United States. https://doi.org/10.1109/IEMTRONICS52119.2021.9422506
Predictive Tracking of a High Capability Malicious UAV
Brown, Jason and Raj, Nawin. 2021. "Predictive Tracking of a High Capability Malicious UAV." IEEE 11th Annual Computing and Communication Workshop and Conference (CCWC 2021). Las Vegas, United States 27 - 30 Jan 2021 Piscataway, United States. https://doi.org/10.1109/CCWC51732.2021.9376137
Evaluation of multivariate adaptive regression splines and artificial neural network for prediction of mean sea level trend around northern Australian coastlines
Raj, Nawin and Gharineiat, zahra. 2021. "Evaluation of multivariate adaptive regression splines and artificial neural network for prediction of mean sea level trend around northern Australian coastlines." Mathematics. 9 (21), pp. 1-20. https://doi.org/10.3390/math9212696
Predicting elastic modulus degradation of alkali silica reaction affected concrete using soft computing techniques: a comparative study
Yu, Yang, Nguyen, Thuc N., Li, Jianchun, Sanchez, Leandro F. M. and Nguyen, Andy. 2021. "Predicting elastic modulus degradation of alkali silica reaction affected concrete using soft computing techniques: a comparative study." Construction and Building Materials. 274, pp. 1-21. https://doi.org/10.1016/j.conbuildmat.2020.122024
Coexistence and Interference Mitigation for WPANs and WLANs From Traditional Approaches to Deep Learning: A Review
Chen, Dong, Zhuang, Yuan, Huai, Jianzhu, Sun, Xiao, Yang, Xiansheng, Javed, Muhammed, Brown, Jason, Sheng, Zhenguo and Thompson, John. 2021. "Coexistence and Interference Mitigation for WPANs and WLANs From Traditional Approaches to Deep Learning: A Review." IEEE Sensors Journal. 21 (22), pp. 25561-25589. https://doi.org/10.1109/JSEN.2021.3117399
Novel short-term solar radiation hybrid model: long short-term memory network integrated with robust local mean decomposition
Huynh, Anh Ngoc-Lan, Deo, Ravinesh C., Ali, Mumtaz, Abdulla, Shahab and Raj, Nawin. 2021. "Novel short-term solar radiation hybrid model: long short-term memory network integrated with robust local mean decomposition." Applied Energy. 298, pp. 1-19. https://doi.org/10.1016/j.apenergy.2021.117193
Hybrid deep learning method for a week-ahead evapotranspiration forecasting
Ahmed, A. A. Masrur, Deo, Ravinesh C., Feng, Qi, Ghahramani, Afshin, Raj, Nawin, Yin, Zhenliang and Yang, Linshan. 2022. "Hybrid deep learning method for a week-ahead evapotranspiration forecasting." Stochastic Environmental Research and Risk Assessment. 36 (3), pp. 831-849. https://doi.org/10.1007/s00477-021-02078-x
Particle and particle-like solitary wave dynamics in fluid media
Raj, Nawin. 2015. Particle and particle-like solitary wave dynamics in fluid media. PhD Thesis Doctor of Philosophy. University of Southern Queensland.
Deep Learning Forecasts of Soil Moisture: Convolutional Neural Network and Gated Recurrent Unit Models Coupled with Satellite-Derived MODIS, Observations and Synoptic-Scale Climate Index Data
Ahmed, A. A. Masrur, Deo, Ravinesh C., Raj, Nawin, Ghahramani, Afshin, Feng, Qi, Yin, Zhenliang and Yang, Linshan. 2021. "Deep Learning Forecasts of Soil Moisture: Convolutional Neural Network and Gated Recurrent Unit Models Coupled with Satellite-Derived MODIS, Observations and Synoptic-Scale Climate Index Data." Remote Sensing. 13 (4), pp. 1-30. https://doi.org/10.3390/rs13040554
LSTM integrated with Boruta-random forest optimiser for soil moisture estimation under RCP4.5 and RCP8.5 global warming scenarios
Ahmed, A. A. Masrur, Deo, Ravinesh C., Ghahramani, Afshin, Raj, Nawin, Feng, Qi, Yin, Zhenliang and Yang, Linshan. 2021. "LSTM integrated with Boruta-random forest optimiser for soil moisture estimation under RCP4.5 and RCP8.5 global warming scenarios." Stochastic Environmental Research and Risk Assessment. 35, pp. 1851-1881. https://doi.org/10.1007/s00477-021-01969-3
Deep learning hybrid model with Boruta-Random forest optimiser algorithm for streamflow forecasting with climate mode indices, rainfall, and periodicity
Ahmed, A. A. Masrur, Deo, Ravinesh C., Feng, Qi, Ghahramani, Afshin, Raj, Nawin, Yin, Zhenliang and Yang, Linshan. 2021. "Deep learning hybrid model with Boruta-Random forest optimiser algorithm for streamflow forecasting with climate mode indices, rainfall, and periodicity." Journal of Hydrology. 599, pp. 1-23. https://doi.org/10.1016/j.jhydrol.2021.126350
An EEMD-BiLSTM algorithm integrated with Boruta random forest optimiser for significant wave height forecasting along coastal areas of Queensland, Australia
Raj, Nawin and Brown, Jason. 2021. "An EEMD-BiLSTM algorithm integrated with Boruta random forest optimiser for significant wave height forecasting along coastal areas of Queensland, Australia." Remote Sensing. 13 (8), pp. 1-20. https://doi.org/10.3390/rs13081456
Performance Evaluation for Tracking a Malicious UAV using an Autonomous UAV Swarm
Arnold, Christopher and Brown, Jason. 2020. "Performance Evaluation for Tracking a Malicious UAV using an Autonomous UAV Swarm." 11th IEEE Annual Ubiquitous Computing, Electronics and Mobile Communication Conference (UEMCON 2020). New York City, United States 28 - 31 Oct 2020 Piscataway, United States. https://doi.org/10.1109/UEMCON51285.2020.9298062
Design of Alkali-Activated Slag-Fly Ash Concrete Mixtures Using Machine Learning
Gunasekara, C., Lokuge, W., Keskic, M., Raj, N., Law, D. W. and Setunge, S.. 2020. "Design of Alkali-Activated Slag-Fly Ash Concrete Mixtures Using Machine Learning." ACI Materials Journal. 117 (5), pp. 263-278. https://doi.org/10.14359/51727019
Career Assessment
McIlveen, Peter, Perera, Harsha N., Brown, Jason, Healy, Michael and Hammer, Sara. 2021. "Career Assessment." Robertson, Peter J., Hooley, Tristram and McCash, Phil (ed.) The Oxford Handbook of Career Development. United States. Oxford University Press. pp. 1-15
Deep Air Quality Forecasts: Suspended Particulate Matter Modeling With Convolutional Neural and Long Short-Term Memory Networks
Sharma, Ekta, Deo, Ravinesh C., Prasad, Ramendra, Parisi, Alfio and Raj, Nawin. 2020. "Deep Air Quality Forecasts: Suspended Particulate Matter Modeling With Convolutional Neural and Long Short-Term Memory Networks." IEEE Access. 8, pp. 209503-209516. https://doi.org/10.1109/ACCESS.2020.3039002
Effect of Deck Modelling Approaches on the Dynamic Analysis of a Cable-Stayed Bridge for Structural Health Monitoring
Sharry, Thomas, Guan, Hong, Nguyen, Andy, Hoang, Nam and Oh, Erwin. 2021. "Effect of Deck Modelling Approaches on the Dynamic Analysis of a Cable-Stayed Bridge for Structural Health Monitoring." Fifth Australasian Conference on Computational Mechanics (ACCM 2021). Sydney, Australia 13 - 15 Dec 2021 Australia. https://doi.org/10.26183/t5jn-8y77
A 6LoWPAN OPNET simulation model for machine‐to‐machine communications
Chen, Dong, Khan, Jamil Y., Brown, Jason, Javed, Muhammad Awais and Zhuang, Yuan. 2020. "A 6LoWPAN OPNET simulation model for machine‐to‐machine communications." Transactions on Emerging Telecommunications Technologies. 31 (11), pp. 1-18. https://doi.org/10.1002/ett.4120
Structural Deterioration Localisation Using Enhanced Autoregressive Time-Series Analysis
Monavari, Benyamin, Chan, Tommy H. T., Nguyen, Andy, Thambiratnam, David P. and Nguyen, Khac-Duy. 2020. "Structural Deterioration Localisation Using Enhanced Autoregressive Time-Series Analysis." International Journal of Structural Stability and Dynamics. 20 (10), pp. 2042013-1-2042013-27. https://doi.org/10.1142/S0219455420420134
Locating and Quantifying Damage in Deck Type Arch Bridges Using Frequency Response Functions and Artificial Neural Networks
Jayasundara, N., Thambiratnam, D. P., Chan, T. H. T and Nguyen, A.. 2020. "Locating and Quantifying Damage in Deck Type Arch Bridges Using Frequency Response Functions and Artificial Neural Networks." International Journal of Structural Stability and Dynamics. 20 (10), pp. 2042010-1-2042010-25. https://doi.org/10.1142/S0219455420420109
A Nonparametric Method for Identifying Structural Damage in Bridges Based on the Best-Fit Auto-Regressive Models
Khuc, Tung, Nguyen, Phat Tien, Nguyen, Andy and Catbas, F. Necati. 2020. "A Nonparametric Method for Identifying Structural Damage in Bridges Based on the Best-Fit Auto-Regressive Models." International Journal of Structural Stability and Dynamics. 20 (10), pp. 1-17. https://doi.org/10.1142/S0219455420420122
Locating and Quantifying Damage in Beam-like Structures Using Modal Flexibility-based Deflection Changes
Le, N. T., Nguyen, A., Thambiratnam, D. P., Chan, T. H. T and Khuc, T.. 2020. "Locating and Quantifying Damage in Beam-like Structures Using Modal Flexibility-based Deflection Changes." International Journal of Structural Stability and Dynamics. 20 (10), pp. 2042008-1-2042008-20. https://doi.org/10.1142/S0219455420420080
Preface: Recent Research Advances on Structural Health Monitoring of Civil Engineering Structures
Chan, Tommy H. T., Li, Jun, Nguyen, Andy and Yu, Tao. 2020. "Preface: Recent Research Advances on Structural Health Monitoring of Civil Engineering Structures." International Journal of Structural Stability and Dynamics. 20 (10), pp. 2002002-1-2002002-3. https://doi.org/10.1142/S0219455420020022
Supervised damage and deterioration detection in building structures using an enhanced autoregressive time-series approach
Gharehbaghi, Vahid Reza, Nguyen, Andy, Farsangi, Ehsan Noroozinejad and Yang, T. Y.. 2020. "Supervised damage and deterioration detection in building structures using an enhanced autoregressive time-series approach." Journal of Building Engineering. 30, pp. 1-16. https://doi.org/10.1016/j.jobe.2020.101292
Development of Flood Monitoring Index for daily flood risk evaluation: case studies in Fiji
Moishin, Mohammed, Deo, Ravinesh C., Prasad, Ramendra, Raj, Nawin and Abdulla, Shahab. 2021. "Development of Flood Monitoring Index for daily flood risk evaluation: case studies in Fiji." Stochastic Environmental Research and Risk Assessment. 35 (7), pp. 1387-1402. https://doi.org/10.1007/s00477-020-01899-6
Wide Area Wireless Networks for IoT Applications
Brown, Jason. 2019. "Wide Area Wireless Networks for IoT Applications." Khan, Jamil Y. and Yuce, Mehmet R. (ed.) Internet of Things (IoT): Systems and Applications. Singapore. Jenny Stanford Publishing. pp. 203-228
Near real-time global solar radiation forecasting at multiple time-step horizons using the long short-term memory network
Huynh, Anh Ngoc‐Lan, Deo, Ravinesh C., An-Vo, Duc-Anh, Ali, Mumtaz, Raj, Nawin and Abdulla, Shahab. 2020. "Near real-time global solar radiation forecasting at multiple time-step horizons using the long short-term memory network." Energies. 13 (14). https://doi.org/10.3390/en13143517
Assessment of flexural stiffness and load carrying capacity using substructural system
Jamali, S., Koo, K. Y., Chan, T. H. T., Nguyen, A. and Thambiratnam, D. P.. 2018. "Assessment of flexural stiffness and load carrying capacity using substructural system." Chan, Tommy and Mahini, Saeed (ed.) 8th International Conference on Structural Health Monitoring of Intelligent Infrastructure (SHMII 2017): Structural Health Monitoring in Real-World Application. Brisbane, Australia 05 - 08 Dec 2017 Red Hook, NY, USA.
Damage detection in arch bridges using vibration based damage detection techniques
Jayasundara, N., Thambiratnam, D. P., Chan, T. H. T. and Nguyen, A.. 2018. "Damage detection in arch bridges using vibration based damage detection techniques." Chan, Tommy and Mahini, Saeed (ed.) 8th International Conference on Structural Health Monitoring of Intelligent Infrastructure (SHMII 2017): Structural Health Monitoring in Real-World Application. Brisbane, Australia 05 - 08 Dec 2017 Red Hook, NY, USA.
Finite element model updating of civil engineering infrastructures: a literature review
Moravej, H., Jamali, S., Chan, T. H. T. and Nguyen, A.. 2018. "Finite element model updating of civil engineering infrastructures: a literature review." Chan, Tommy and Mahini, Saeed (ed.) 8th International Conference on Structural Health Monitoring of Intelligent Infrastructure (SHMII 2017): Structural Health Monitoring in Real-World Application. Brisbane, Australia 05 - 08 Dec 2017 Red Hook, NY, USA.
Time-series coefficient-based deterioration detection algorithm
Monavari, B., Chan, T. H. T., Nguyen, A. and Thambiratnam, D. P.. 2018. "Time-series coefficient-based deterioration detection algorithm." Chan, Tommy and Mahini, Saeed (ed.) 8th International Conference on Structural Health Monitoring of Intelligent Infrastructure (SHMII 2017): Structural Health Monitoring in Real-World Application. Brisbane, Australia 05 - 08 Dec 2017 Red Hook, NY, USA.
Damage quantification in beam-like structures from modal flexibility change
Le, N. T., Thambiratnam, D. P., Chan, T. H. T and Nguyen, A.. 2018. "Damage quantification in beam-like structures from modal flexibility change." Chan, Tommy and Mahini, Saeed (ed.) 8th International Conference on Structural Health Monitoring of Intelligent Infrastructure (SHMII 2017): Structural Health Monitoring in Real-World Application. Brisbane, Australia 05 - 08 Dec 2017 Red Hook, NY, USA.
Interference mitigation techniques for a dense heterogeneous area network in machine-to-machine communications
Chen, Dong, Khan, Jamil, Javed, Muhammad Awais and Brown, Jason. 2019. "Interference mitigation techniques for a dense heterogeneous area network in machine-to-machine communications ." Transactions on Emerging Telecommunications Technologies. 30 (12), pp. 1-24. https://doi.org/10.1002/ett.3763
An examination of the Skills Framework for the Information Age (SFIA) version 7
Brown, Jason. 2020. "An examination of the Skills Framework for the Information Age (SFIA) version 7." International Journal of Information Management. 51. https://doi.org/10.1016/j.ijinfomgt.2019.102058
Damage detection and quantification in deck type arch bridges using vibration based methods and artificial neural networks
Jayasundara, N., Thambiratnam, D. P., Chan, T. H. T. and Nguyen, A.. 2020. "Damage detection and quantification in deck type arch bridges using vibration based methods and artificial neural networks." Engineering Failure Analysis. 109, pp. 1-19. https://doi.org/10.1016/j.engfailanal.2019.104265
Toward efficacy of piecewise polynomial truncated singular value decomposition algorithm in moving force identification
Chen, Zhen, Qin, Lifeng, Zhao, Shunbo, Chan, Tommy H. T. and Nguyen, Andy. 2019. "Toward efficacy of piecewise polynomial truncated singular value decomposition algorithm in moving force identification." Advances in Structural Engineering: an international journal. 22 (12), pp. 2687-2698. https://doi.org/10.1177/1369433219849817
Wavelet-based 3-phase hybrid SVR model trained with satellite-derived predictors, particle swarm optimization and maximum overlap discrete wavelet transform for solar radiation prediction
Ghimire, Sujan, Deo, Ravinesh C., Raj, Nawin and Mi, Jianchun. 2019. "Wavelet-based 3-phase hybrid SVR model trained with satellite-derived predictors, particle swarm optimization and maximum overlap discrete wavelet transform for solar radiation prediction." Renewable and Sustainable Energy Reviews. 113, pp. 1-19. https://doi.org/10.1016/j.rser.2019.109247
Deep solar radiation forecasting with convolutional neural network and long short-term memory network algorithms
Ghimire, Sujan, Deo, Ravinesh C., Raj, Nawin and Mi, Jianchun. 2019. "Deep solar radiation forecasting with convolutional neural network and long short-term memory network algorithms." Applied Energy. 253, pp. 1-20. https://doi.org/10.1016/j.apenergy.2019.113541
Damage assessment of concrete gravity dams using vibration characteristics
Le, N. T., Thambiratnam, D. P., Chan, T. H. T., Nguyen, A. and Huynh, B. K .T.. 2016. "Damage assessment of concrete gravity dams using vibration characteristics." Zingoni, Alphose (ed.) 6th International Conference on Structural Engineering, Mechanics and Computation: Insights and Innovations in Structural Engineering, Mechanics and Computation (SEMC 2016). Cape Town, South Africa 05 - 07 Sep 2016 London, United Kingdom.
Deep Learning Neural Networks Trained with MODIS Satellite-Derived Predictors for Long-Term Global Solar Radiation Prediction
Ghimire, Sujan, Deo, Ravinesh C., Raj, Nawin and Mi, Jianchun. 2019. "Deep Learning Neural Networks Trained with MODIS Satellite-Derived Predictors for Long-Term Global Solar Radiation Prediction." Energies. 12 (12), pp. 1-42. https://doi.org/10.3390/en12122407
Useful tips for automated model updating of medium rise buildings
Kodikara, K. A. T. L, Chan, T. H. T., Nguyen, A. and Thambiratnam, D. P.. 2017. "Useful tips for automated model updating of medium rise buildings." Hao, Hong and Zhang, Chunwei (ed.) 24th Australasian Conference on the Mechanics of Structures and Materials (ACMSM24). Perth, Australia 06 - 09 Dec 2016 United Kingdom.
Output-only modal testing and monitoring of civil engineering structures: instrumentation and test management
Nguyen, A., Chan, T. H. T., Thambiratnam, D. P., Kodikara, K. T. L., Le, N. T. and Jamali, S.. 2018. "Output-only modal testing and monitoring of civil engineering structures: instrumentation and test management." Chan, Tommy and Mahini, Saeed (ed.) 8th International Conference on Structural Health Monitoring of Intelligent Infrastructure (SHMII 2017): Structural Health Monitoring in Real-World Application. Brisbane, Australia 05 - 08 Dec 2017 Red Hook, NY, USA.
Vibration-based dual-criteria approach for damage detection in arch bridges
Jayasundara, Nirmani, Thambiratnam, David, Chan, Tommy and Nguyen, Andy. 2019. "Vibration-based dual-criteria approach for damage detection in arch bridges." Structural Health Monitoring: an international journal. 18 (5-6), pp. 2004-2019. https://doi.org/10.1177/1475921718810011
Special issue: real world application of SHM in Australia
Nguyen, Andy, Chan, Tommy H. T. and Zhu, Xinqun. 2019. "Special issue: real world application of SHM in Australia." Structural Health Monitoring: an international journal. 18 (1), pp. 3-4. https://doi.org/10.1177/1475921718823980
Identification of vehicle axle loads from bridge responses using preconditioned least square QR-factorization algorithm
Chen, Zhen, Chan, Tommy H.T., Nguyen, Andy and Yu, Ling. 2019. "Identification of vehicle axle loads from bridge responses using preconditioned least square QR-factorization algorithm." Mechanical Systems and Signal Processing. 128, pp. 479-496. https://doi.org/10.1016/j.ymssp.2019.03.043
Global solar radiation prediction by ANN integrated with European Centre for medium range weather forecast fields in solar rich cities of Queensland Australia
Ghimire, Sujan, Deo, Ravinesh C., Downs, Nathan J. and Raj, Nawin. 2019. "Global solar radiation prediction by ANN integrated with European Centre for medium range weather forecast fields in solar rich cities of Queensland Australia." Journal of Cleaner Production. 216, pp. 288-310. https://doi.org/10.1016/j.jclepro.2019.01.158
A new method for locating and quantifying damage in beams from static deflection changes
Le, N. T., Thambiratnam, D. P., Nguyen, A. and Chan, T. H. T. 2019. "A new method for locating and quantifying damage in beams from static deflection changes." Engineering Structures. 180, pp. 779-792. https://doi.org/10.1016/j.engstruct.2018.11.071
Blocking analysis of persistent resource allocations for M2M applications in wireless systems
Brown, Jason, Afrin, Nusrat and Khan, Jamil. 2016. "Blocking analysis of persistent resource allocations for M2M applications in wireless systems ." Transactions on Emerging Telecommunications Technologies. 27 (11), pp. 1513-1529. https://doi.org/10.1002/ett.3091
Model updating of real structures with ambient vibration data
Kodikara, K. A. T. L., Chan, T. H. T., Nguyen, T. and Thambiratnam, D. P.. 2016. "Model updating of real structures with ambient vibration data." Journal of Civil Structural Health Monitoring. 6 (3), pp. 329-341. https://doi.org/10.1007/s13349-016-0178-3
Development of a cost-effective and flexible vibration DAQ system for long-term continuous structural health monitoring
Nguyen, Theanh, Chan, Tommy H. T., Thambiratnam, David P. and King, Les. 2015. "Development of a cost-effective and flexible vibration DAQ system for long-term continuous structural health monitoring." Mechanical Systems and Signal Processing. 64-65, pp. 313-324. https://doi.org/10.1016/j.ymssp.2015.04.003
Synergic identification of prestress force and moving load on prestressed concrete beam based on virtual distortion method
Xiang, Ziru, Chan, Tommy H. T., Thambiratnam, David P. and Nguyen, Theanh. 2016. "Synergic identification of prestress force and moving load on prestressed concrete beam based on virtual distortion method." Smart Structures and Systems. 17 (6), pp. 917-933. https://doi.org/10.12989/sss.2016.17.6.917
Structural Deterioration Detection Using Enhanced Autoregressive Residuals
Monavari, Benyamin, Chan, Tommy H. T., Nguyen, Andy and Thambiratnam, David P.. 2018. "Structural Deterioration Detection Using Enhanced Autoregressive Residuals." International Journal of Structural Stability and Dynamics. 18 (12), pp. 1-19. https://doi.org/10.1142/S0219455418501602
Model updating incorporating measured response uncertainties and confidence levels of tuning parameters
Kodikara, K.A. Tharindu L., Chan, Tommy H.T., Nguyen, Andy and Thambiratnam, David P.. 2016. "Model updating incorporating measured response uncertainties and confidence levels of tuning parameters." International Journal of Lifecycle Performance Engineering. 2 (1/2), pp. 61-78. https://doi.org/10.1504/IJLCPE.2016.082712
Prestress evaluation in prestressed concrete plate-like structures
Pathirage, Thisara S., Chan, Tommy H. T., Thambiratnam, David P., Nguyen, Andy and Moragaspitiya, H. N. P.. 2018. "Prestress evaluation in prestressed concrete plate-like structures." International Journal of Lifecycle Performance Engineering. 2 (3/4), pp. 127-143. https://doi.org/10.1504/IJLCPE.2018.094855
Damage identification in a complex truss structure using modal characteristics correlation method and sensitivity-weighted search space
Nguyen, Khac-Duy, Chan, Tommy H. T., Thambiratnam, David P. and Nguyen, Andy. 2019. "Damage identification in a complex truss structure using modal characteristics correlation method and sensitivity-weighted search space." Structural Health Monitoring: an international journal. 18 (1), pp. 49-65. https://doi.org/10.1177/1475921718809471
Reliability-based load carrying capacity assessment of bridges using structural health monitoring and nonlinear analysis
Jamali, Shojaeddin, Chan, Tommy H. T., Nguyen, Andy and Thambiratnam, David P.. 2019. "Reliability-based load carrying capacity assessment of bridges using structural health monitoring and nonlinear analysis." Structural Health Monitoring: an international journal. 18 (1), pp. 20-34. https://doi.org/10.1177/1475921718808462
Deterioration assessment of buildings using an improved hybrid model updating approach and long-term health monitoring data
Nguyen, Andy, Kodikara, K. A. Tharindu Lakshitha, Chan, Tommy H. T. and Thambiratnam, David P.. 2019. "Deterioration assessment of buildings using an improved hybrid model updating approach and long-term health monitoring data." Structural Health Monitoring: an international journal. 18 (1), pp. 5-19. https://doi.org/10.1177/1475921718799984
ICT skill frameworks: do they achieve their goals and users’ expectations?
Brown, Jason and Parr, Alan. 2018. "ICT skill frameworks: do they achieve their goals and users’ expectations?" Advanced Journal of Professional Practice. 1 (2), pp. 38-47.
Predictive resource allocation in the LTE uplink for event based M2M applications
Brown, Jason and Khan, Jamil. 2013. "Predictive resource allocation in the LTE uplink for event based M2M applications." Kim, Dong-In and Mueller, Peter (ed.) 2013 IEEE International Conference on Communications (ICC). Budapest, Hungary 09 - 13 Jun 2013 Piscataway, NJ. United States. https://doi.org/10.1109/ICCW.2013.6649208
Key performance aspects of an LTE FDD based Smart Grid communications network
Brown, Jason and Khan, Jamil. 2013. "Key performance aspects of an LTE FDD based Smart Grid communications network." Computer Communications. 36 (5), pp. 551-561. https://doi.org/10.1016/j.comcom.2012.12.007
Delay models for static and adaptive persistent resource allocations in wireless systems
Brown, Jason, Afrin, Nusrat and Khan, Jamil Y.. 2016. "Delay models for static and adaptive persistent resource allocations in wireless systems." IEEE Transactions on Mobile Computing. 15 (9), pp. 2193-2205. https://doi.org/10.1109/TMC.2015.2492546
A predictive resource allocation algorithm in the LTE uplink for event based M2M applications
Brown, Jason and Khan, Jamil. 2015. "A predictive resource allocation algorithm in the LTE uplink for event based M2M applications." IEEE Transactions on Mobile Computing. 14 (12), pp. 2433-2446. https://doi.org/10.1109/TMC.2015.2398447
Vibration characteristics and damage detection in a suspension bridge
Wickramasinghe, Wasanthi R., Thambiratnam, David P., Chan, Tommy H. T. and Nguyen, Theanh. 2016. "Vibration characteristics and damage detection in a suspension bridge." Journal of Sound and Vibration. 375, pp. 254-274. https://doi.org/10.1016/j.jsv.2016.04.025
Capacity Estimation of Beam-Like Structures Using Substructural Method
Jamali, Shojaeddin, Chan, Tommy H. T., Koo, Ki-Young, Nguyen, Andy and Thambiratnam, David P.. 2018. "Capacity Estimation of Beam-Like Structures Using Substructural Method." International Journal of Structural Stability and Dynamics. 18 (12), pp. 1-17. https://doi.org/10.1142/S0219455418501626
Moving force identification based on modified preconditioned conjugate gradient method
Chen, Zhen, Chan, Tommy H. T. and Nguyen, Andy. 2018. "Moving force identification based on modified preconditioned conjugate gradient method." Journal of Sound and Vibration. 423, pp. 100-117. https://doi.org/10.1016/j.jsv.2017.11.034
Method development of damage detection in asymmetric buildings
Wang, Yi, Thambiratnam, David P., Chan, Tommy H.T. and Nguyen, Andy. 2018. "Method development of damage detection in asymmetric buildings." Journal of Sound and Vibration. 413, pp. 41-56. https://doi.org/10.1016/j.jsv.2017.10.015
Prestress and excitation force identification in a prestressed concrete box–girder bridge
Xiang, Ziru, Chan, Tommy H. T., Thambiratnam, David P. and Nguyen, Andy. 2017. "Prestress and excitation force identification in a prestressed concrete box–girder bridge." Computers and Concrete. 20 (5), pp. 617-625. https://doi.org/10.12989/cac.2017.20.5.617
Toward effective structural identification of medium-rise building structures
Nguyen, A., Kodikara, K. A. T. L., Chan, T. H. T. and Thambiratnam, D. P.. 2018. "Toward effective structural identification of medium-rise building structures." Journal of Civil Structural Health Monitoring. 8 (1), pp. 63-75. https://doi.org/10.1007/s13349-017-0259-y
Optimization of windspeed prediction using an artificial neural network compared with a genetic programming model
Deo, Ravinesh C., Ghimire, Sujan, Downs, Nathan J. and Raj, Nawin. 2018. "Optimization of windspeed prediction using an artificial neural network compared with a genetic programming model." Kim, Dookie, Roy, Sanjiban Sekhar, Lansivaara, Tim, Deo, Ravinesh C. and Samui, Pijush (ed.) Handbook of research on predictive modeling and optimization methods in science and engineering. Hershey, United States. IGI Global. pp. 328-359
Modelling techniques for structural evaluation for bridge assessment
Jamali, Shojaeddin, Chan, Tommy H. T., Nguyen, Andy and Thambiratnam, David P.. 2018. "Modelling techniques for structural evaluation for bridge assessment." Journal of Civil Structural Health Monitoring. 8 (2), pp. 271-283. https://doi.org/10.1007/s13349-018-0269-4
Damage detection in asymmetric buildings using vibration-based techniques
Wang, Y., Thambiratnam, D. P., Chan, T. H. T. and Nguyen, A.. 2018. "Damage detection in asymmetric buildings using vibration-based techniques." Structural Control and Health Monitoring. 25 (5), pp. 1-19. https://doi.org/10.1002/stc.2148
Input selection and data-driven model performance optimization to predict the Standardized Precipitation and Evaporation Index in a drought-prone region
Mouatadid, Soukayna, Raj, Nawin, Deo, Ravinesh C. and Adamowski, Jan F.. 2018. "Input selection and data-driven model performance optimization to predict the Standardized Precipitation and Evaporation Index in a drought-prone region." Atmospheric Research. 212, pp. 130-149. https://doi.org/10.1016/j.atmosres.2018.05.012
Self-adaptive differential evolutionary extreme learning machines for long-term solar radiation prediction with remotely-sensed MODIS satellite and Reanalysis atmospheric products in solar-rich cities
Ghimire, Sujan, Deo, Ravinesh C., Downs, Nathan J. and Raj, Nawin. 2018. "Self-adaptive differential evolutionary extreme learning machines for long-term solar radiation prediction with remotely-sensed MODIS satellite and Reanalysis atmospheric products in solar-rich cities." Remote Sensing of Environment: an interdisciplinary journal. 212, pp. 176-198. https://doi.org/10.1016/j.rse.2018.05.003
Adiabatic decay of internal solitons due to Earth’s rotation within the framework of the Gardner–Ostrovsky equation
Obregon, Maria, Raj, Nawin and Stepanyants, Yury. 2018. "Adiabatic decay of internal solitons due to Earth’s rotation within the framework of the Gardner–Ostrovsky equation." Chaos: an interdisciplinary journal of nonlinear science. 28 (3), pp. 1-11. https://doi.org/10.1063/1.5021864
Adiabatic decay of internal solitons in a rotating ocean
Obregon, M. A., Raj, N. and Stepanyants, Y. A.. 2016. "Adiabatic decay of internal solitons in a rotating ocean." 20th Australasian Fluid Mechanics Conference (AFMC 2016). Perth, Australia 05 - 08 Dec 2016 Australia.
An Interference Mitigation Approach for a Dense Heterogeneous Wireless Sensor Network
Chen, Dong, Brown, Jason and Khan, Jamil Y.. 2016. "An Interference Mitigation Approach for a Dense Heterogeneous Wireless Sensor Network ." 2015 9th International Conference on Signal Processing and Communication Systems (ICSPCS). Cairns, Australia 14 - 16 Dec 2015 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/ICSPCS.2015.7391773
Energy efficient contention window adaptation algorithm for multi-class traffic
Norsyafizan, Wan, Muhamad, W., Khan, Jamil and Brown, Jason. 2016. "Energy efficient contention window adaptation algorithm for multi-class traffic ." 2015 IEEE International RF and Microwave Conference (RFM). Kuching, Malaysia 14 - 16 Dec 2015 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/RFM.2015.7587716
A Distributed Energy Efficient Packet Transmission Algorithm for the IEEE802.11 WLAN
Norsyafizan, Wan Norsyafizan W., Khan, Jamil Y. and Brown, Jason. 2015. "A Distributed Energy Efficient Packet Transmission Algorithm for the IEEE802.11 WLAN." IEEE 10th International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP). Singapore 07 - 09 Apr 2015 United States. https://doi.org/10.1109/ISSNIP.2015.7106912
Energy Efficient Contention Window Adaptation Algorithm for IEEE 802.11 WLAN
Norsyafizan, Wan Norsyafizan Wan, Khan, Jamil Y. and Brown, Jason. 2015. "Energy Efficient Contention Window Adaptation Algorithm for IEEE 802.11 WLAN." 22nd International Conference on Telecommunications (ICT2015). Sydney, Australia 27 - 29 Apr 2015 United States. https://doi.org/10.1109/ICT.2015.7124657
An Area Packet Scheduler to Mitigate Coexistence Issues in a WPAN/WLAN Based Hetergeneous Network
Chen, Dong, Khan, Jamil Y. and Brown, Jason. 2015. "An Area Packet Scheduler to Mitigate Coexistence Issues in a WPAN/WLAN Based Hetergeneous Network." 22nd International Conference on Telecommunications (ICT2015). Sydney, Australia 27 - 29 Apr 2015 United States. https://doi.org/10.1109/ICT.2015.7124704
Performance evaluation of an adaptive semi-persistent LTE packet scheduler for M2M communications
Afrin, Nusrat, Brown, Jason and Khan, Jamil Y.. 2015. "Performance evaluation of an adaptive semi-persistent LTE packet scheduler for M2M communications ." 2014 8th International Conference on Signal Processing and Communication Systems (ICSPCS 2014). Gold Coast, Australia 15 - 17 Dec 2014 United States. https://doi.org/10.1109/ICSPCS.2014.7021125
Impact of reverberation levels on short-range acoustic communication in an underwater swarm sensor network (USSN) and application to transmitter power control
Burrowes, Gunilla E., Brown, Jason and Khan, Jamil Y.. 2015. "Impact of reverberation levels on short-range acoustic communication in an underwater swarm sensor network (USSN) and application to transmitter power control ." OCEANS 2014 MTS/IEEE - St. John’s. St. John's, NL, Canada 14 - 19 Sep 2014 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/OCEANS.2014.7003039
Design of a buffer and channel adaptive LTE semi-persistent scheduler for M2M communications
Afrin, Nusrat, Brown, Jason, Khan, Jamil Y and IEEE. 2015. "Design of a buffer and channel adaptive LTE semi-persistent scheduler for M2M communications ." 2015 IEEE International Conference on Communications (ICC 2015). London, United Kingdom 08 - 12 Jun 2015 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/ICC.2015.7249250
Predictive allocation of resources in the LTE uplink based on maximum likelihood estimation of event propagation characteristics for M2M applications
Brown, Jason and Khan, Jamil Y. 2015. "Predictive allocation of resources in the LTE uplink based on maximum likelihood estimation of event propagation characteristics for M2M applications ." IEEE Global Communications Conference (GLOBECOM 2014). Austin, United States 08 - 12 Dec 2014 United States. https://doi.org/10.1109/GLOCOM.2014.7037592
Nonlinear vector waves of a flexural mode in a chain model of atomic particles
Nikitenkova, S. P., Raj, N. and Stepanyants, Y. A.. 2015. "Nonlinear vector waves of a flexural mode in a chain model of atomic particles." Communications in Nonlinear Science and Numerical Simulation. 20 (3), pp. 731-742. https://doi.org/10.1016/j.cnsns.2014.05.031
A Delay Sensitive LTE Uplink Packet Scheduler for M2M Traffic
Afrin, Nusrat, Brown, Jason and Khan, Jamil Y.. 2014. "A Delay Sensitive LTE Uplink Packet Scheduler for M2M Traffic." IEEE Globecom Workshops (GLOBECOM 2013). Atlanta, United States 09 - 13 Dec 2013 United States. https://doi.org/10.1109/GLOCOMW.2013.6825111
A QoS Guaranteed Energy Optimized Packet Transmission Technique for the IEEE802.11 WLAN
Muhamad, Wan Norsyafizan W., Brown, Jason and Khan, Jamil Y.. 2014. "A QoS Guaranteed Energy Optimized Packet Transmission Technique for the IEEE802.11 WLAN." Australasian Telecommunication Networks and Applications Conference (ATNAC 2013). Christchurch, New Zealand 20 - 22 Nov 2013 United States. https://doi.org/10.1109/ATNAC.2013.6705384
Performance analysis of an enhanced delay sensitive LTE uplink scheduler for M2M traffic
Afrin, Nusrat, Brown, Jason and Khan, Jamil Y.. 2014. "Performance analysis of an enhanced delay sensitive LTE uplink scheduler for M2M traffic ." Australasian Telecommunication Networks and Applications Conference (ATNAC 2013). Christchurch, New Zealand 20 - 22 Nov 2013 United States. https://doi.org/10.1109/ATNAC.2013.6705373
A Packet Age Based LTE Uplink Packet Scheduler for M2M Traffic
Afrin, Nusrat, Brown, Jason and Khan, Jamil Y.. 2014. "A Packet Age Based LTE Uplink Packet Scheduler for M2M Traffic." 2013 7th International Conference on Signal Processing and Communication Systems (ICSPCS 2013). Gold Coast, Australia 16 - 18 Dec 2013 United States. https://doi.org/10.1109/ICSPCS.2013.6723987
A QoS Guaranteed Low Energy Packet Transmission Technique for the IEEE 802.11 WLAN
Muhamad, Wan Norsyafizan W., Khan, Jamil Y and Brown, Jason. 2014. "A QoS Guaranteed Low Energy Packet Transmission Technique for the IEEE 802.11 WLAN ." 2014 9th International Symposium on Communication Systems, Networks & Digital Sign Processing (CSNDSP). Manchester, United Kingdom 23 - 25 Jul 2015 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/CSNDSP.2014.6923902
An adaptive RRM scheme for smart grid M2M applications over a WiMAX network
Khan, Reduan H., Mahata, Kaushik and Brown, Jason. 2014. "An adaptive RRM scheme for smart grid M2M applications over a WiMAX network ." 2014 9th International Symposium on Communication Systems, Networks & Digital Sign Processing (CSNDSP). Manchester, United Kingdom 23 - 25 Jul 2015 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/CSNDSP.2014.6923940
Performance analysis of a distributed 6LoWPAN network for the Smart Grid applications
Chen, Dong, Brown, Jason and Khan, Jamil Y.. 2014. "Performance analysis of a distributed 6LoWPAN network for the Smart Grid applications ." IEEE 9th International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP 2014). Singapore 21 - 24 Apr 2014 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/ISSNIP.2014.6827646
An Adaptive Buffer Based Semi persistent Scheduling Scheme for Machine to Machine Communications over LTE
Afrin, Nusrat, Brown, Jason and Khan, Jamil Y.. 2014. "An Adaptive Buffer Based Semi persistent Scheduling Scheme for Machine to Machine Communications over LTE." 2014 8th International Conference on Next Generation Mobile Apps, Services and Technologies (NGMAST). Oxford, United States 10 - 12 Sep 2014 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/NGMAST.2014.48
Performance analysis of a tunable cost function based WLAN energy efficient packet transmission technique
Muhamad, Wan Norsyafizan W., Khan, Jamil Y. and Brown, Jason. 2014. "Performance analysis of a tunable cost function based WLAN energy efficient packet transmission technique ." 2014 IEEE Asia Pacific Conference on Wireless and Mobile (APWiMob 2014). Bali, Indonesia 28 - 30 Aug 2014 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/APWiMob.2014.6920296
UICC control over devices used to obtain service
Brown, Jason and Ahluwalia, Inderpreet Singh. 2014. UICC control over devices used to obtain service. US8639290B2
Nonlinear spectra of shallow water waves
Giovanangeli, J. -P., Kharif, C., Raj, N. and Stepanyants, Y.. 2013. "Nonlinear spectra of shallow water waves." Oceans - San Diego, 2013. San Diego, United States 23 - 26 Sep 2013 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.23919/OCEANS.2013.6741132
Numerical study of nonlinear wave processes by means of discrete chain models
Obregon, M., Raj, N. and Stepanyants, Y.. 2012. "Numerical study of nonlinear wave processes by means of discrete chain models." Gu, Y. T. and Saha, Suvash C. (ed.) 4th International Conference on Computational Methods (ICCM 2012). Gold Coast, Australia 25 - 28 Nov 2012 Brisbane, Australia.
Performance Analysis of an LTE TDD Based Smart Grid Communications Network for Uplink Biased Traffic
Brown, Jason and Khan, Jamil Y.. 2013. "Performance Analysis of an LTE TDD Based Smart Grid Communications Network for Uplink Biased Traffic." IEEE Globecom Workshops (GLOBECOM 2012). CA, United States 03 - 07 Dec 2012 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/I:10.1109/GLOCOMW.2012.6477808
Performance Comparison of LTE FDD and TDD Based Smart Grid Communications Networks for Uplink Biased Traffic
Brown, Jason and Khan, Jamil Y.. 2013. "Performance Comparison of LTE FDD and TDD Based Smart Grid Communications Networks for Uplink Biased Traffic ." 2012 IEEE Third International Conference on Smart Grid Communications (SmartGridComm). Tainan, Taiwan 05 2012 - 08 Nov 2015 IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/SmartGridComm.2012.6485996
Pilot protection schemes over a multi-service WiMAX network in the smart grid
Khan, Reduan H., Brown, Jason and Khan, Jamil Y.. 2013. "Pilot protection schemes over a multi-service WiMAX network in the smart grid ." 2013 IEEE International Conference on Communications Workshops (ICC). Budapest, Hungary 09 201 - 13 Jun 2013 United States. https://doi.org/10.1109/ICCW.2013.6649381
Reflection: An Efficient Technique for Implementing an LTE Based Wireless Network Control System for Smart Grid and Other Applications
Brown, Jason and Khan, Jamil Y.. 2013. "Reflection: An Efficient Technique for Implementing an LTE Based Wireless Network Control System for Smart Grid and Other Applications." 2013 IEEE International Conference on Communications (ICC). Budapest, Hungary 09 - 13 Jun 2013 United States. https://doi.org/10.1109/ICC.2013.6655194
Adaptive Space Time - Time Division Multiple Access (AST-TDMA) protocol for an underwater swarm of AUV's
Burrowes, Gunilla E., Brown, Jason and Khan, Jamil Y.. 2013. "Adaptive Space Time - Time Division Multiple Access (AST-TDMA) protocol for an underwater swarm of AUV's ." 2013 MTS/IEEE OCEANS - Bergen. Bergen, Norway 10 2013 - 14 Jun 2014 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/OCEANS-Bergen.2013.6608031
6LoWPAN based Neighborhood Area Network for a smart grid communication infrastructure
Chen, Dong, Brown, Jason and Khan, Jamil Y.. 2013. "6LoWPAN based Neighborhood Area Network for a smart grid communication infrastructure ." 2013 Fifth International Conference on Ubiquitous and Future Networks (ICUFN). Da Nang, Vietnam 02 - 05 Jul 2013 United States. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/ICUFN.2013.6614885
Multiple subscription subscriber identity module (SIM) card
Brown, Jason. 2009. Multiple subscription subscriber identity module (SIM) card. US7613480B2
Extended UK models for high frequency spectral occupancy
Pantjiaros, C.A., Wylie, J.A., Brown, J., Gott, G.F. and Laycock, P.J.. 1998. "Extended UK models for high frequency spectral occupancy ." IEE Proceedings - Communications. 145 (3), pp. 168-174. https://doi.org/10.1049/ip-com:19981711
Recent work on the measurement and analysis of spectral occupancy at HF
Gott, G.F., Chan, S.K., Pantjiaros, C., Brown, J., Laycock, P.J., Broms, M. and Boberg, S.. 1994. "Recent work on the measurement and analysis of spectral occupancy at HF ." 6th International Conference on `HF Radio Systems and Techniques'. York, United Kingdom 04 - 07 Jul 1994 United Kingdom. https://doi.org/10.1049/cp:19940482