Prof Douglas Creighton

STAFF PROFILE

Position

Professor

Faculty

Inst Intelligent Sys Res & Inn

Department

Inst Intelligent Sys Res & Inn

Campus

Geelong Waurn Ponds Campus

Qualifications

Doctor of Philosophy, Deakin University, 2004
Bachelor of Science, Australian National University, 2001
Bachelor of Engineering, Australian National University, 1997

Contact

Biography

Dr Doug Creighton is a lead researcher in the largest research team in the field of simulation, optimisation and scheduling for infrastructure, security, materials handling and manufacturing systems in Australia. His research focus is algorithms and methodologies to improve estimation and performance of complex systems operating under uncertainty, variability and continuous change.

Dr Creighton is actively involved in process simulation, empirical modelling, soft computing, human machine interface and simulation-based optimisation research. He has expertise and domain knowledge in a broad range of industrial sectors, including manufacturing, logistics, airports, warehousing, energy and mining.

Dr Creighton received a B.Eng. (Honours) in Systems Engineering and a B.Sc. in Physics from the Australian National University in 1997, where he attended as a National Undergraduate Scholar. He spent several years as a software consultant prior to obtaining his PhD degree in simulation-based optimisation from Deakin University in 2004. He is currently a senior research academic and deputy director of the Centre for Intelligent Systems Research (CISR) at Deakin University.

Read more on Douglas's profile

Career highlights

2009 - present: Senior Research Fellow Centre for Intelligent Systems Research, Deakin
2004 - 2008: Research Fellow School of Engineering & IT (Research Priority Area)
2002 - 2004: Research Assistant School of Engineering, Deakin
1999 - 2002: PhD Researcher Ford Motor Company
1997 - 1999: Software Engineer Federal Parliament House, Canberra
1996 - 1997: Systems Engineer Department of Defence, Canberra

Research interests

  • Characterisation of industrial systems (complex, stochastic, dynamic)
  • Event-based simulation modelling methodology and practice
  • Data driven prediction and forecasting
  • Robust optimisation, sequencing and scheduling
  • Visualisation and haptics for decision support in complex environments
  • Emulation and intelligent control
     

Publications

Filter by

2018

Task assignment in camera networks: a reactive approach for manufacturing environments

S Hanoun, Bhatti, Creighton, Nahavandi, P Crothers, G Carroll

(2018), Vol. 12, pp. 173-183, IEEE systems journal, Piscataway, N.J., C1

journal

Comparing complex perspectives on obesity drivers: action-driven communities and evidence-oriented experts

J McGlashan, J Hayward, A Brown, B Owen, L Millar, M Johnstone, D Creighton, S Allender

(2018), Vol. 4, pp. 575-581, Obesity science and practice, Chichester, Eng., C1

journal
2017

Influence of meta-heuristic optimization on the performance of adaptive interval type2-fuzzy traffic signal controllers

S Araghi, A Khosravi, D Creighton, S Nahavandi

(2017), Vol. 71, pp. 493-503, Expert systems with applications, Amsterdam, The Netherlands, C1

journal

A framework for designing active pan-tilt-zoom (PTZ) camera networks for surveillance applications

S Hanoun, Z Zhang, V Le, B Khan, M Johnstone, M Fielding, A Bhatti, D Creighton, S Nahavandi

(2017), pp. 1-6, SysCon 2017 : Proceedings of the 11th Annual IEEE International Systems Conference, Montreal, Que., E1

conference

Enhanced decision fusion of semantically segmented images via local majority saliency map

hossny, Nahavandi, D creighton, C Lim, A Bhatti

(2017), Vol. 53, pp. 1036-1038, Electronics letters, Stevenage, Eng., C1

journal

Steering approaches to Pareto-optimal multiobjective reinforcement learning

P Vamplew, R Issabekov, R Dazeley, C Foale, A Berry, T Moore, D Creighton

(2017), Vol. 263, pp. 26-38, Neurocomputing, Amsterdam, The Netherlands, C1-1

journal

Cohort analysis of simulation-based medical training for decision support

J Zhang, S Hanoun, B Khan, D Creighton, S Nahavandi, K Britt, K D'Souza, J Watson, R Yanieri

(2017), pp. 2608-2612, SMC 2017 : Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, Banff, Canada, E1

conference
2016

Design of an optimal ANFIS traffic signal controller by using cuckoo search for an isolated intersection

S Araghi, A Khosravi, D Creighton

(2016), pp. 2078-2083, SMC 2015 : Big Data Analytics for Human-Centric Systems. Proceedings of the 2015 IEEE International Conference on Systems, Man, and Cybernetics, Hong Kong, China, E1

conference

Marine object detection using background modelling and blob analysis

H Zhou, L Llewellyn, L Wei, D Creighton, S Nahavandi

(2016), pp. 430-435, SMC 2015 : Big Data Analytics for Human-Centric Systems. Proceedings of the 2015 IEEE International Conference on Systems, Man, and Cybernetics, Hong Kong, China, E1

conference

Enhancement of medical named entity recognition using graph-based features

S Keretna, C Lim, D Creighton

(2016), pp. 1895-1900, SMC 2015 : Big Data Analytics for Human-Centric Systems. Proceedings of the 2015 IEEE International Conference on Systems, Man, and Cybernetics, Hong Kong, China, E1

conference

Quantifying a systems map: network analysis of a childhood obesity causal loop diagram

J McGlashan, M Johnstone, D Creighton, K de la Haye, S Allender

(2016), Vol. 11, pp. 1-14, PLoS One, San Francisco, Calif., C1

journal

On detecting road regions in a single UAV image

H Zhou, H Kong, L Wei, D Creighton, S Nahavandi

(2016), pp. 1-10, IEEE transactions on intelligent transportation systems, Piscataway, N.J., C1

journal

RNA-seq data analysis using nonparametric Gaussian process models

T Nguyen, S Nahavandi, D Creighton, A Khosravi

(2016), pp. 5087-5093, IJCNN 2016 : Proceedings of the International Joint Conference on Neural Networks, Vancouver, Canada, E1-1

conference
2015

Patient admission prediction using a pruned fuzzy min-max neural network with rule extraction

J Wang, C Lim, D Creighton, A Khorsavi, S Nahavandi, J Ugon, P Vamplew, A Stranieri, L Martin, A Freischmidt

(2015), Vol. 26, pp. 277-289, Neural computing and applications, Berlin, Germany, C1

journal

Target coverage in camera networks for manufacturing workplaces

S Hanoun, A Bhatti, D Creighton, S Nahavandi, P Crothers, C Esparza

(2015), Vol. 27, pp. 1221-1235, Journal of intelligent manufacturing, New York, N.Y., C1

journal

A review on computational intelligence methods for controlling traffic signal timing

S Araghi, A Khosravi, D Creighton

(2015), Vol. 42, pp. 1538-1550, Expert systems with applications, Amsterdam, The Netherlands, C1

journal

Classification of healthcare data using genetic fuzzy logic system and wavelets

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2015), Vol. 42, pp. 2184-2197, Expert systems with applications, Amsterdam, The Netherlands, C1

journal

EEG data classification using wavelet features selected by Wilcoxon statistics

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2015), Vol. 26, pp. 1193-1202, Neural computing and applications, Berlin, Germany, C1

journal

EEG signal classification for BCI applications by wavelets and interval type-2 fuzzy logic systems

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2015), Vol. 42, pp. 4370-4380, Expert systems with applications, Amsterdam, The Netherlands, C1

journal

Intelligent cuckoo search optimized traffic signal controllers for multi-intersection network

S Araghi, A Khosravi, D Creighton

(2015), Vol. 42, pp. 4422-4431, Expert systems with applications, Amsterdam, The Netherlands, C1

journal

Simulation-based baggage handling system merge analysis

M Johnstone, D Creighton, S Nahavandi

(2015), Vol. 53, pp. 45-59, Simulation modelling practice and theory, Amsterdam, The Netherlands, C1

journal

Enhancing medical named entity recognition with an extended segment representation technique

S Keretna, C Lim, D Creighton, K Shaban

(2015), Vol. 119, pp. 88-100, Computer methods and programs in biomedicine, Amsterdam, The Netherlands, C1

journal

Fuzzy portfolio allocation models through a new risk measure and fuzzy sharpe ratio

T Nguyen, L Gordon-Brown, A Khosravi, D Creighton, S Nahavandi

(2015), Vol. 23, pp. 656-676, IEEE transactions on fuzzy systems, Piscataway, N.J., C1

journal

Medical data classification using interval type-2 fuzzy logic system and wavelets

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2015), Vol. 30, pp. 812-822, Applied soft computing, Amsterdam, The Netherlands, C1

journal

Hierarchical gene selection and genetic fuzzy system for cancer microarray data classification

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2015), Vol. 10, pp. 1-23, PLoS one, San Francisco, Calif., C1

journal

Automatic spike sorting by unsupervised clustering with diffusion maps and silhouettes

T Nguyen, A Bhatti, A Khosravi, S Haggag, D Creighton, S Nahavandi

(2015), Vol. 153, pp. 199-210, Neurocomputing, Amsterdam, The Netherlands, C1

journal

Efficient road detection and tracking for unmanned aerial vehicle

H Zhou, H Kong, L Wei, D Creighton, S Nahavandi

(2015), Vol. 16, pp. 297-309, IEEE Transactions on intelligent transportation systems, Champaign, III., C1

journal

Future integrated factories: a system of systems engineering perspective

S Nahavandi, V Le, D Creighton, M Johnstone, J Zhang

(2015), pp. 147-161, Integrated systems: innovations and applications, Cham, Switzerland, B1

chapter

Complex simulation of stockyard mining operations

V Le, M Johnstone, Z Zhang, B Khan, D Creighton, S Hanoun, S Nahavandi

(2015), Vol. 95, pp. 529-537, Advances in global optimization, Cham, Switzerland, B1

chapter

A novel aggregate gene selection method for microarray data classification

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2015), Vol. 60-61, pp. 16-23, Pattern recognition letters, Amsterdam, The Netherlands, C1

journal

Fuzzy system with tabu search learning for classification of motor imagery data

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2015), Vol. 20, pp. 61-70, Biomedical signal processing and control, C1

journal

Hidden Markov models for cancer classification using gene expression profiles

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2015), Vol. 316, pp. 293-307, Information sciences, Amsterdam, The Netherlands, C1

journal

Improving the quality of prediction intervals through optimal aggregation

M Hosen, A Khosravi, S Nahavandi, D Creighton

(2015), Vol. 62, pp. 4420-4429, IEEE Transactions on industrial electronics, Piscataway, N.J, C1

journal

A dynamic time warped clustering technique for discrete event simulation-based system analysis

M Johnstone, V Le, J Zhang, B Gunn, S Nahavandi, D Creighton

(2015), Vol. 42, pp. 8078-8085, Expert systems with applications, Amsterdam, The Netherlands, C1

journal

A multi-objective evolutionary algorithm-based decision support system: a case study on job-shop scheduling in manufacturing

C Tan, S Hanoun, C Lim, D Creighton, S Nahavandi

(2015), pp. 170-174, SysCon 2015: Proceedings of the 9th Annual IEEE International Systems Conference, Vancouver, B.C., E1

conference

Multi-output interval type-2 fuzzy logic system for protein secondary structure prediction

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2015), Vol. 23, pp. 735-760, International journal of uncertainty, fuzziness and knowlege-based systems, Singapore, C1

journal

Distributed Q-learning controller for a multi-intersection traffic network

S Araghi, A Khosravi, D Creighton

(2015), Vol. 9489, pp. 337-344, ICONIP 2015 : Neural information processing : 22nd International Conference, ICONIP 2015, Istanbul, Turkey, November 9-12, 2015 : proceedings, Istanbul, Turkey, E1

conference

Design of distributed adaptive neural traffic signal timing controller by cuckoo search optimization

S Araghi, A Khosravi, D Creighton

(2015), Vol. 9490, pp. 583-590, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Istanbul, Turkey, E1

conference

Mass spectrometry cancer data classification using wavelets and genetic algorithm

T Nguyen, S Nahavandi, D Creighton, A Khosravi

(2015), Vol. 589, pp. 3879-3886, FEBS letters, Amsterdam, The Netherlands, C1

journal

Optimal feature subset selection for neuron spike sorting using the genetic algorithm

B Khan, A Bhatti, M Johnstone, S Hanoun, D Creighton, S Nahavandi

(2015), Vol. 9490, pp. 364-370, ICONIP 2015 : Neural information processing : 22nd International Conference, ICONIP 2015, Istanbul, Turkey, November 9-12, 2015 : proceedings, Istanbul, Turkey, E1

conference

Prediction interval-based neural network controller for nonlinear processes

M Hosen, A Khosravi, S Nahavandi, D Creighton, S Salaken

(2015), pp. 1-6, IJCNN 2015 : Proceedings of the International Joint Conference on Neural Networks, Killarney, Ireland, E1

conference

EEG signal analysis for BCI application using fuzzy system

T Nguyen, S Nahavandi, A Khosravi, D Creighton, I Hettiarachchi

(2015), Vol. 2015-September, pp. 1-8, IJCNN 2015: Proceedings of the 2015 International Joint Conference on Neural Networks, Killarney, Ireland, E1

conference

Hybrid controller with the combination of FLC and neural network-based IMC for nonlinear processes

M Hosen, S Salaken, A Khosravi, S Nahavandi, D Creighton

(2015), pp. 1-10, ICONIP 2015 : Neural information processing : 22nd International Conference, ICONIP 2015, Istanbul, Turkey, November 9-12, 2015 : proceedings, Istanbul, Turkey, E1

conference

Prediction interval-based control of nonlinear systems using neural networks

M Hosen, A Khosravi, S Nahavandi, D Creighton

(2015), pp. 101-110, ICONIP 2015 : Neural information processing : 22nd International Conference, ICONIP 2015, Istanbul, Turkey, November 9-12, 2015 : proceedings, Istanbul, Turkey, E1

conference

A robust approach for automated lung segmentation in thoracic CT

H Zhou, D Goldgof, S Hawkins, L Wei, Y Liu, D Creighton, R Gillies, L Hall, S Nahavandi

(2015), pp. 2267-2272, SMC 2015 : Big Data Analytics for Human-Centric Systems. Proceedings of the 2015 IEEE International Conference on Systems, Man, and Cybernetics, Hong Kong, China, E1

conference

Mass spectrometry-based proteomic data for cancer diagnosis using interval type-2 fuzzy system

T Nguyen, S Nahavandi, A Khosravi, D Creighton

(2015), pp. 1-8, UZZ-IEEE 2015: Proceedings of the IEEE International Conference on Fuzzy Systems, Istanbul, Turkey, E1

conference

Evaluation of tender solutions for aviation training using discrete event simulation and best performance criteria

A Novak, L Tracey, V Nguyen, M Johnstone, V Le, D Creighton

(2015), pp. 2680-2691, WSC2015: Proceedings of the 2015 Winter Simulation Conference, Huntington Beach, Calif., E1

conference

A multi-level approach to planning and scheduling resources for aviation training

M Johnstone, V Le, A Novak, B Khan, D Creighton, L Tracey, V Nguyen

(2015), pp. 1848-1854, MODSIM2015: Partnering with industry and the community for innovation and impact through modelling. Proceedings of the 21st International Congress on Modelling and Simulation, Gold Coast, Qld., E1

conference

Modelling a helicopter training continuum to support system transformation

M Johnstone, V Le, B Khan, D Creighton, A Novak, V Nguyen, L Tracey

(2015), pp. 1-11, I/ITSEC 2015: Forging the Future Through Innovation. Interservice/Industry Training, Simulation, and Education Conference (NTSA), Orlando, Fla., E1

conference

Body parts segmentation with attached props using RGB-D imaging

H Haggag, M Hossny, S Nahavandi, S Haggag, D Creighton

(2015), pp. 1-8, DICTA 2015 : Proceedings of the Digital Image Computing: Techniques and Applications 2015 International Conference, Adelaide, S.A., E1

conference

Learning to replace a human: a virtual performing agent

J McCormick, S Hutchison, A Nash, K Vincs, S Nahavandi, D Creighton

(2015), Vol. 15, pp. 18-22, International journal of virtual reality, Plouzane, France, C1-1

journal

Reducing the impact of bounded parametric uncertainty on Hodgson's scheduling algorithm using interval programming

A Hossny, D Creighton, S Nahavandi

(2015), pp. 1-11, IEEE systems journal, Piscataway, N.J., C1-1

journal
2014

Prediction interval-based neural network modelling of polystyrene polymerization reactor - a new perspective of data-based modelling

M Hosen, A Khosravi, S Nahavandi, D Creighton

(2014), pp. 2041-2051, WCECS 2012 : Proceedings of the 2012 World Congress on Engineering & Compuer Science, San Francisco, California, E1

conference

Inclusion of environmental effects in steering behaviour modelling using fuzzy logic

M Nasir, C Lim, S Nahavandi, D Creighton

(2014), Vol. 41, pp. 1901-1914, Expert systems with applications, Amsterdam, The Netherlands, C1

journal

Spike sorting using locality preserving projection with gap statistics and landmark-based spectral clustering

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2014), Vol. 238, pp. 43-53, Journal of neuroscience methods, Amsterdam, Netherlands, C1

journal

Teaching a digital performing agent: artificial neural network and hidden Markov Model for recognising and performing dance movement

J McCormick, K Vincs, S Nahavandi, D Creighton, S Hutchison

(2014), pp. 70-75, ACM International Conference Proceeding Series, Paris, France, E1

conference

A genetic fuzzy system to model pedestrian walking path in a built environment

M Nasir, C Lim, S Nahavandi, D Creighton

(2014), Vol. 45, pp. 18-34, Simulation Modelling Practice and Theory, Amsterdam , Netherlands, C1

journal

Performance analysis of three advanced controllers for polymerization batch reactor: an experimental investigation

M Hosen, M Hussain, F Mjalli, A Khosravi, D Creighton, S Nahavandi

(2014), Vol. 92, pp. 903-916, Chemical engineering research and design, London, England, C1

journal

Prediction of pedestrians routes within a built environment in normal conditions

M Nasir, C Lim, S Nahavandi, D Creighton

(2014), Vol. 41, pp. 4975-4988, Expert Systems with Applications, Oxford, United Kingdom, C1

journal

A hybrid cuckoo search and variable neighborhood descent for single and multiobjective scheduling problems

S Hanoun, D Creighton, S Nahavandi

(2014), Vol. 75, pp. 1501-1516, International journal of advanced manufacturing technology, London, England, C1

journal

Prediction interval-based modelling of polymerization reactor: a new modelling strategy for chemical reactors

M Hosen, A Khosravi, D Creighton, S Nahavandi

(2014), Vol. 45, pp. 2246-2257, Journal of the Taiwan institute of chemical engineers, Amsterdam, Netherlands, C1

journal

Neural signal analysis by landmark-based spectral clustering with estimated number of clusters

T Nguyen, A Khosravi, A Bhatti, D Creighton, S Nahavandi

(2014), pp. 4042-4049, IJCNN 2014 : Proceedings of the 2014 International Joint Conference on Neural Networks, Beijing, China, E1

conference

Aggregation of Pi-based forecast to enhance prediction accuracy

M Hosen, A Khosravi, S Nahavandi, D Creighton

(2014), pp. 778-784, IJCNN 2014 : Proceedings of the 2014 International Joint Conference on Neural Networks, Beijing, China, E1

conference

Optimal design of traffic signal controller using neural networks and fuzzy logic systems

S Araghi, A Khosravi, D Creighton

(2014), pp. 42-47, IJCNN 2014 : Proceedings of the International Joint Conference on Neural Networks, Beijing, China, E1

conference

LGT/VOT tracking performance evaluation of depth images

H Haggag, M Hossny, S Haggag, J Xiao, S Nahavandi, D Creighton

(2014), pp. 284-288, SOSE 2014 : The Socio-Technical Perspective : Proceedings of the 9th International Conference on System of Systems Engineering, Adelaide, South Australia, E1

conference

Efficacy comparison of clustering systems for limb detection

H Haggag, M Hossny, S Haggag, S Nahavandi, D Creighton

(2014), pp. 148-153, SOSE 2014 : The Socio-Technical Perspective : Proceedings of the 9th International Conference on System of Systems Engineering, Adelade, South Australia), E1

conference

A hybrid model for named entity recognition using unstructured medical text

S Keretna, C Lim, D Creighton

(2014), pp. 85-90, SOSE 2014 : The Socio-Technical Perspective : Proceedings of the 9th International Conference on System of Systems Engineering, Adelaide, South Australia, E1

conference

ANFIS traffic signal controller for an isolated intersection

S Araghi, A Khosravi, D Creighton

(2014), pp. 175-180, FCTA 2014 : Proceedings of the International Conference on Fuzzy Computation Theory and Applications, Rome, Italy, E1

conference

Inpainting images with curvilinear structures propagation

H Zhou, L Wei, D Creighton, S Nahavandi

(2014), Vol. 25, pp. 2003-2008, Machine Vision and Applications, Heidelberg , Germany, C1

journal

Recent advances on singlemodal and multimodal face recognition : A survey

H Zhou, A Mian, L Wei, D Creighton, M Hossny, S Nahavandi

(2014), Vol. 44, pp. 701-716, IEEE Transactions on Human-Machine Systems, Piscataway, NJ, C1

journal

Medical diagnosis by fuzzy standard additive model with wavelets

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2014), pp. 1937-1944, FUZZ-IEEE 2014 : Proceedings of the 2014 IEEE International Conference on Fuzzy Systems, Beijing, China, E1

conference

Structural classification of proteins through amino acid sequence using interval type-2 fuzzy logic system

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2014), pp. 1123-1130, Proceedings of the 2014 IEEE International Conference on Fuzzy Systems: FUZZ-IEEE 2014, Beijing, China, E1

conference

Classification ensemble to improve medical Named Entity Recognition

S Keretna, Chee Lim, Doug Creighton, K Shaban

(2014), pp. 2630-2636, Proceedings of 2014 IEEE International Conference on Systems, Man and Cybernetics, San Diego, CA, USA, E1

conference

Optimal fuzzy traffic signal controller for an isolated intersection

S Araghi, A Khosravi, D Creighton, S Nahavandi

(2014), pp. 435-440, SMC 2014 : Proceedings of the 2014 IEEE International Conference on Systems, Man, and Cybernetics, San Diego, California, E1

conference

Safety applications using Kinect technology

H Haggag, M Hossny, S Haggag, S Nahavandi, D Creighton

(2014), pp. 2164-2169, SMC 2014 : Proceedings of the 2014 IEEE International Conference on Systems, Man, and Cybernetics, San Diego, California, E1

conference

Knowledge-based automatic performance evaluation for medical training debriefing

Z Zhang, S Hanoun, D Creighton, S Nahavandi, K D'Souza, K Britt, R Yanieri

(2014), pp. 2180-2185, SMC 2014 : Proceedings of the 2014 IEEE International Conference on Systems, Man, and Cybernetics, San Diego, California, E1

conference

Classification of neural action potentials using mean shift clustering

T Nguyen, A Khosravi, I Hettiarachchi, D Creighton, S Nahavandi

(2014), pp. 1247-1252, SMC 2014 : Proceedings of the 2014 IEEE International Conference on Systems, Man, and Cybernetics, San Diego, California, E1

conference

Solving fuzzy programming with a consistent fuzzy number ranking

T Nguyen, V Lee, A Khosravi, D Creighton, S Nahavandi

(2014), pp. 551-556, SMC 2014 : Proceedings of the 2014 IEEE International Conference on Systems, Man, and Cybernetics, San Diego, California, E1

conference

Fast road detection and tracking in aerial videos

H Zhou, H Kong, J Alvarez, D Creighton, S Nahavandi

(2014), pp. 712-718, Proceedings of 25th Intelligent Vehicles Symposium; IEEE, 2014, Dearborn, MI, E1

conference

Recognition: Combining human interaction and a digital performing agent

J McCormick, A Nash, S Hutchison, K Vincs, S Nahavandi, D Creighton

(2014), Vol. 2014-April, pp. 1-5, Proceeding of the Virtual Reality International Conference; Association for Computing Machinery 2014, Laval, France, E1-1

conference
2013

Identification of concurrent control chart patterns with singular spectrum analysis and learning vector quantization

N Gu, Z Cao, L Xie, D Creighton, M Tan, S Nahavandi

(2013), Vol. 24, pp. 1241-1252, Journal of intelligent manufacturing, London, England, C1

journal

A neural network-GARCH-based method for construction of prediction intervals

A Khosravi, S Nahavandi, D Creighton

(2013), Vol. 96, pp. 185-193, Electric power systems research, Amsterdam, The Netherlands, C1

journal

Extracting 3D mesh skeletons using antipodal points locations

S Farag, W Abdelrahman, D Creighton, S Nahavandi

(2013), pp. 135-139, UKSim 2013 : Proceedings of the 15th International Conference on Computer Modelling and Simulation, Cambridge, England, E1

conference

Towards a parameterless 3D mesh segmentation

S Farag, W Abdelrahman, S Nahavandi, D Creighton

(2013), pp. 1-8, ICGIP 2012 : Proceedings of the 4th International Conference on Graphic and Image Processing, Singapore, E1

conference

Real time ergonomic assessment for assembly operations using kinect

H Haggag, M Hossny, S Nahavandi, D Creighton

(2013), pp. 495-500, UKSim 2013 : Proceedings of the Computer Modelling and Simulation 2013 international conference, Cambridge, England, E1

conference

Quantifying heteroskedasticity via binary decomposition

M Hassan, M Hossny, S Nahavandi, D Creighton

(2013), pp. 112-116, UKSim 2013 : Proceedings of the 15th International Conference on Computer Modelling and Simulation, Cambridge, England, E1

conference

Quantifying heteroskedasticity using slope of local variances index

M Hassan, M Hossny, S Nahavandi, D Creighton

(2013), pp. 107-111, UKSim 2013 : Proceedings of the 15th International Conference on Computer Modelling and Simulation, Cambridge, England, E1

conference

Image fusion metrics : evolution in a nutshell

M Hossny, S Nahavandi, D Creighton, B Asim, M Hassan

(2013), pp. 443-450, UKSim 2013 : Proceedings of the 15th International Conference on Computer Modelling and Simulation, Cambridge, England, E1

conference

Video driven traffic modelling in ParamicsTM

H Zhou, D Creighton, C Lim, L Wei, D Gao

(2013), pp. 525-530, UKSim 2013 : Proceedings of the 15th International Conference on Computer Modelling and Simulation, Cambridge, England, E1

conference

Prediction intervals for short-term wind farm power generation forecasts

A Khosravi, S Nahavandi, D Creighton

(2013), Vol. 4, pp. 602-610, IEEE Transactions on sustainable energy, Piscataway, N.J., C1

journal

Quantifying uncertainties of neural network-based electricity price forecasts

A Khosravi, S Nahavandi, D Creighton

(2013), Vol. 112, pp. 120-129, Applied energy, Amsterdam, The Netherlands, C1

journal

A novel modular Q-learning architecture to improve performance under incomplete learning in a grid soccer game

S Araghi, A Khosravi, M Johnstone, D Creighton

(2013), Vol. 26, pp. 2164-2171, Engineering applications of artificial intelligence, Amsterdam, The Netherlands, C1

journal

Efficient implementation of Bailey and Borwein pseudo-random number generator based on normal numbers

G Beliakov, D Creighton, M Johnstone, T Wilkin

(2013), Vol. 184, pp. 1999-2004, Computer physics communications, Amsterdam, The Netherlands, C1

journal

Epidemiological dynamics modeling by fusion of soft computing techniques

T Nguyen, A Khosravi, D Creighton, S Nahavandi

(2013), IJCNN 2013 : Proceedings of the IEEE Neural Networks 2013 International Joint Conference, Dallas, Texas, E1

conference

Dynamic control of skilled and unskilled labour task assignments

V Le, J Zhang, M Johnstone, S Nahavandi, D Creighton

(2013), pp. 955-960, AIM 2013 : Proceedings of the IEEE/ASME International Conference on Advanced Intelligent Mechatronics, Wollongong, New South Wales, E1

conference

Video driven traffic modelling

H Zhou, D Creighton, L Wei, D Gao, S Nahavandi

(2013), pp. 506-511, AIM 2013 : Proceedings of the IEEE/ASME International Conference on Advanced Intelligent Mechatronics, Wollongong, New South Wales, E1

conference

Neural network and interval type-2 fuzzy system for stock price forecasting

T Nguyen, A Khosravi, S Nahavandi, D Creighton

(2013), pp. 1-8, FUZZ-IEEE 2013 : Proceedings of the IEEE International Conference on Fuzzy Systems, Hyderabad, India, E1

conference

Automatic deformation transfer for data-driven haptic rendering

S Farag, W Abdelrahman, D Creighton, S Nahavandi

(2013), pp. 264-269, INDIN 2013 : Proceedings of the 2013 11th IEEE International Conference on Industrial Informatics, Bochum, Germany, E1

conference

An effective heuristic for stockyard planning and machinery scheduling at a coal handling facility

S Hanoun, B Khan, M Johnstone, S Nahavandi, D Creighton

(2013), pp. 206-211, INDIN 2013 : Proceedings of the 2013 11th IEEE International Conference on Industrial Informatics, Bochum, Germany, E1

conference

A sustainable energy saving method for hotels by green hotel deals

H Abdi, D Creighton, S Nahavandi

(2013), pp. 669-677, Sustainability in energy and buildings : proceedings of the 4th International Conference on Sustainability in Energy and Buildings (SEB'12, Berlin, Germany, B1

chapter

Simulation-based knowledge management in airport operations

S Nahavandi, D Creighton, M Johnstone, V Le, J Zhang

(2013), pp. 83-95, Integration of practice-oriented knowledge technology : trends and prospectives, Berlin, Germany, B1

chapter

Control of polystyrene batch reactor using fuzzy logic controller

M Hosen, A Khosravi, S Nahavandi, D Creighton

(2013), pp. 4516-4521, SMC 2013 : Proceedings of the 2013 IEEE International Conference on Systems, Man and Cybernetics, Manchester, England, E1

conference

Minimizing impact of bounded uncertainty on McNaughton's scheduling algorithm via interval programming

A Hossny, S Nahavandi, D Creighton

(2013), pp. 970-976, SMC 2013 : Proceedings of the 2013 IEEE International Conference on Systems, Man and Cybernetics, Manchester, England, E1

conference

Recognising user identity in twitter social networks via text mining

S Keretna, A Hossny, D Creighton

(2013), pp. 3079-3082, SMC 2013 : Proceedings of the 2013 IEEE International Conference on Systems, Man and Cybernetics, Manchester, England, E1

conference

Intelligent traffic light control of isolated intersections using machine learning methods

S Araghi, A Khosravi, M Johnstone, D Creighton

(2013), pp. 3621-3626, SMC 2013 : Proceedings of the 2013 IEEE International Conference on Systems, Man and Cybernetics, Manchester, England, E1

conference

Learning to dance with a human

J McCormick, K Vincs, S Nahavandi, D Creighton

(2013), ISEA 2013 : Resistance is futile : Proceedings of the 2013 International Symposium on Electronic Arts, Sydney, N.S.W., E1

conference

Haptics interface for modelling and simulation of flexible cables

S Nahavandi, A Bhatti, M Hossny, D Creighton, R Tilove

(2013), pp. 6-11, ICITA 2013 : Proceedings of the Information Technology and Applications 2013 conference, Sydney, N.S.W., E1

conference

Measuring depth accuracy in RGBD cameras

H Haggag, M Hossny, D Filippidis, D Creighton, S Nahavandi, V Puri

(2013), pp. 1-7, ICSPCS 2013 : Proceedings of the Signal Processing and Communication Systems 2013 International Conference, Gold Coast, Qld., E1

conference

Q-learning method for controlling traffic signal phase time in a single intersection

S Araghi, A Khosravi, M Johnstone, D Creighton

(2013), pp. 1261-1265, ITSC 2013 : Intelligent transportation systems for all transport modes : Proceedings of the IEEE Intelligent Transport Systems 2013 International Conference, The Hague, Netherlands, E1

conference

Construction of neural network-based prediction intervals for short-term electrical load forecasting

H Quan, D Srinivasan, A Khosravi, S Nahavandi, D Creighton

(2013), pp. 66-72, CIASG 2013 : Proceedings of the 2013 IEEE Computational Intelligence Applications in Smart Grid, Singapore, E1

conference
2012

Interval type-2 fuzzy logic systems for load forecasting : a comparative study

A Khosravi, S Nahavandi, D Creighton, D Srinivasan

(2012), Vol. 27, pp. 1274-1282, IEEE transactions on power systems, Piscataway, N. J, C1

journal

Heteroskedasticity variance index

M Hassan, M Hossny, S Nahavandi, D Creighton

(2012), pp. 135-141, UKSim 2012 : Proceedings of the Modelling and Simulation 2012 international conference, Cambridge, England, E1

conference

Prediction interval construction using interval type-2 fuzzy logic systems

A Khosravi, S Nahavandi, D Creighton, R Naghavizadeh

(2012), pp. 1504-1510, FUZZ-IEEE/WCCI 2012 : Proceedings of the IEEE 2012 International Conference on Fuzzy Systems, Brisbane, Qld, E1

conference

Uncertainty quantification for wind farm power generation

A Khosravi, S Nahavandi, D Creighton, R Naghavizadeh

(2012), pp. 309-314, IJCNN/WCCI 2012 : Proceedings of the 2012 International Joint Conference on Neural Networks, Brisbane, Qld., E1

conference

An evaluation mechanism for saliency functions used in localized image fusion quality metrics

M Hossny, S Nahavandi, D Creighton

(2012), pp. 407-415, UKSim 2012 : Proceedings of the Computer Modelling and Simulation 2012 conference, Cambridge, England, E1

conference

Discrete event simulation enabled high level emulation of a distribution centre

J Zhang, V Le, M Johnston, S Nahavandi, D Creighton

(2012), pp. 470-475, UKSim 2012 : Proceedings of the 14th International Conference on Computer Modelling and Simulation, Cambridge, England, E1

conference

Fuzzy simulation of pedestrian walking path considering local environmental stimuli

M Nasir, S Nahavandi, D Creighton

(2012), pp. 1311-1316, FUZZ-IEEE 2012 : Proceedings of the IEEE 2012 International Conference on Fuzzy Systems, Brisbane, Qld., E1

conference

Enhancing audio-haptic enabled novel dental training platform performance

S Deshpande, S Nahavandi, J Mullins, M Khan, D Creighton

(2012), pp. 1-6, ASME & IDETC/CIE 2012 : Proceedings of the International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2012, Chicago, Ill., E1

conference

A generalised data analysis approach for baggage handling systems simulation

V Le, J Zhang, M Johnstone, S Nahavandi, D Creighton

(2012), pp. 1681-1687, SMC 2012 : Proceedings of the 2012 IEEE International Conference on Systems, Man, and Cybernetics, Seoul, Korea, E1

conference

Low Cost Multimodal Facial Recognition via Kinect Sensors

M Hossny, D Filipidis, W Abdelrahman, H Zhou, M Fielding, J Mullins, L Wei, D Creighton, V Puri, S Nahavandi

(2012), LWC 2012 : Potent land force for a joint maritime strategy : Proceedings of the 2012 Land Warfare Conference, Australia, E1

conference

Kinect crowd interaction

L Wei, V Le, W Abdelrahman, M Hossny, D Creighton, S Nahavandi

(2012), pp. 1-6, SimTecT 2012 : Simulation-integrated solutions : Proceedings of the Annual Asia Pacific Simulation Technology and Training Conference, Adelaide, South Australia, E1

conference

Performance analysis of two advanced controllers for polystyrene polymerization in batch reactor

M Hosen, A Khosravi, S Nahavandi, D Creighton, M Hussain

(2012), pp. 729-732, WCECS 2012 : Proceedings of the World Congress on Engineering and Computer Science, San Francisco, Calif., E1

conference

Solving a multiobjective job shop scheduling problem using Pareto Archived Cuckoo Search

S Hanoun, D Creighton, S Nahavandi, H Kull

(2012), pp. 1-8, ETFA 2012 : Proceedings of the 2012 17th IEEE International Conference on Emerging Technologies & Factory Automation, Krakow, Poland, E1

conference

Minimizing bounded uncertainty impact on scheduling with earliest start and due-date constraints via interval computation

A Hossny, S Nahavandi, D Creighton

(2012), pp. 1-4, ETFA 2012 : Proceedings of the 2012 17th IEEE International Conference on Emerging Technologies & Factory Automation, Krakow, Poland, E1

conference

An efficient implementation of Bailey and Borwein's algorithm for parallel random number generation on graphics processing units

G Beliakov, M Johnstone, D Creighton, T Wilkin

(2012), pp. 1-18, Computing, Wein, Austria, C1

journal

Wind farm power uncertainty quantification using a mean-variance estimation method

A Khosravi, S Nahavandi, D Creighton, J Jaafar

(2012), pp. 1-6, POWERCON 2012 : Proceedings of the 2012 IEEE International Conference on Power System Technology, Auckland, New Zealand, E1

conference
2011

A genetic algorithm-based method for improving quality of travel time prediction intervals

A Khosravi, E Mazloumi, S Nahavandi, D Creighton, J Van Lint

(2011), Vol. 19, pp. 1364-1376, Transportation research part C, Oxford, United Kingdom, C1

journal

Comprehensive review of neural network-based prediction intervals and new advances

A Khosravi, S Nahavandi, D Creighton, A Atiya

(2011), Vol. 22, pp. 1341-1356, IEEE Transactions on Neural Networks, Piscataway, N. J, C1

journal

Family of blind source separation methods based on generalised constant modulus criterion

N Gu, S Nahavandi, W Yu, D Creighton

(2011), Vol. 47, pp. 595-597, Electronics letters, Stevenage, England, C1

journal

Lower upper bound estimation method for construction of neural network-based prediction intervals

A Khosravi, S Nahavandi, D Creighton, A Atiya

(2011), Vol. 22, pp. 337-346, IEEE Transactions on Neural Networks, Piscataway, NJ, C1

journal

Prediction interval construction and optimization for adaptive neurofuzzy inference systems

A Khosravi, S Nahavandi, D Creighton

(2011), Vol. 19, pp. 983-988, IEEE transactions on fuzzy systems, Piscataway, N.J., C1

journal

A comparative study of supervised learning techniques for data-driven haptic simulation

W Abdelrahman, S Farag, S Nahavandi, D Creighton

(2011), pp. 2842-2846, SMC 2011 : Conference proceeding of the 2011 International Conference on Systems, Man, and Cybernetics, Anchorage, Alaska, E1

conference

Data-driven computation of contact dynamics during two-point manipulation of deformable objects

W Abdelrahman, S Nahavandi, D Creighton, M Harders

(2011), pp. 377-384, ASME 2011 : Proceedings of the Innovative Virtual Reality (WINVR) 2011 World Conference, Milan, Italy, E1

conference

Hybrid neural-evolutionary model for electricity price forecasting

D Srinivasan, Z Guofan, A Khosravi, S Nahavandi, D Creighton

(2011), pp. 3164-3169, IJCNN 2011 : Proceedings of the International Joint Conference on Neural Networks, San Jose, Calif., E1

conference

Optimizing the quality of bootstrap-based prediction intervals

A Khosravi, S Nahavandi, D Creighton, D Srinivasan

(2011), pp. 3072-3078, IJCNN 2011 : Proceedings of the International Joint Conference on Neural Networks, San Jose, Calif., E1

conference

Physically based simulation of heterogeneous deformable models using XFEM

S Farag, W Abdelrahman, S Nahavandi, D Creighton

(2011), pp. 233-237, INDIN 2011 : IEEE International Conference on Industrial Informatics, Lisbon, Portugal, E1

conference

Prediction intervals to account for uncertainties in travel time prediction

A Khosravi, E Mazloumi, S Nahavandi, D Creighton, J van Lint

(2011), Vol. 12, pp. 537-547, IEEE transactions on intelligent transportation systems, Piscataway, N. J., C1

journal

Short term load forecasting using interval type-2 fuzzy logic systems

A Khosravi, S Nahavandi, D Creighton

(2011), pp. 502-508, FUZZ 2011 : Proceedings of the IEEE 2011 International Conference on Fuzzy Systems, Taipei, Taiwan, E1

conference
2010

Status - based routing in baggage handling systems : searching verses learning

M Johnstone, D Creighton, S Nahavandi

(2010), Vol. 40, pp. 189-200, IEEE transactions on systems, man and cybernetics, part c : applications and reviews, New York, N.Y., C1

journal

Image fusion performance metric based on mutual information and entropy driven quadtree decomposition

M Hossny, S Nahavandi, D Creighton, A Bhatti

(2010), Vol. 46, pp. 1266-1268, Electronics Letters, Hertfordshire, England, C1

journal

A prediction interval-based approach to determine optimal structures of neural network metamodels

A Khosravi, S Nahavandi, D Creighton

(2010), Vol. 37, pp. 2377-2387, Expert systems with applications, Oxford, England, C1

journal

Construction of optimal prediction intervals for load forecasting problems

A Khosravi, S Nahavandi, D Creighton

(2010), Vol. 25, pp. 1496-1503, IEEE transactions on power systems, Piscataway, N.J., C1

journal

Data-based dynamic haptic interaction model with deformable 3D objects

W Abdelrahman, S Farag, S Nahavandi, D Creighton

(2010), pp. 314-318, INDIN 2010 : Proceedings of the 8th IEEE International Conference on Industrial Informatics, Osaka, Japan, E1

conference

Load forecasting and neural networks : a prediction interval-based perspective

A Khosravi, S Nahavandi, D Creighton

(2010), pp. 131-150, Computational intelligence in power engineering, Berlin, Germany, B1

chapter

A haptic training environment for the heart myoblast cell injection procedure

V Le, S Nahavandi

(2010), pp. 448-452, ICARCV 2010 : 11th International Conference on Control, Automation, Robotics and Vision, Singapore, E1

conference

Predicting amount of saleable products using neural network metamodels of casthouses

A Khosravi, S Nahavandi, D Creighton, B Gunn

(2010), pp. 2018-2023, ICARCV 2010 : 11th International Conference on Control, Automation, Robotics and Vision, Singapore, E1

conference

Towards autonomous image fusion

M Hossny, S Nahavandi, D Creighton, A Bhatti

(2010), pp. 1748-1754, ICARCV 2010 : 11th International Conference on Control, Automation, Robotics and Vision, Singapore, E1

conference

Selecting optimal norm and step size of generalised constant modulus algorithms under non-stationary environments

N Gu, W Yu, D Creighton, S Nahavandi

(2010), Vol. 46, pp. 1673-1674, Electronics letters, Stevenage, England, C1

journal

Developing a robust prediction interval based criterion for neural network model selection

A Khosravi, S Nahavandi, D Creighton

(2010), pp. 727-734, Neural Information processing: models and applications, Heidelberg , Germany, B1

chapter

An empirical examination of feedback : user control and performance in a hapto-audio-visual training environment

D Jia, A Bhatti, S Nahavandi, D Creighton

(2010), pp. 1-6, SimTecT 2010 : Conference Proceedings : Simulation ? Improving Capability and Reducing the Cost of Ownership, Brisbane, Qld., E1

conference
2009

Airport operations : a system-of-systems approach

S Nahavandi, D Creighton, M Johnstone, V Le

(2009), pp. 403-419, Systems of systems engineering : principles and applications, Boca Raton, Fla., B1

chapter

A dynamic architecture for increased passenger queue model fidelity

M Johnstone, V Le, S Nahavandi, D Creighton

(2009), pp. 3129-3139, WSC 2009 : Proceedings of the 2009 Winter Simulation Conference, Austin, Texas, E1

conference

Improving prediction interval quality : a genetic algorithm-based method applied to neural networks

A Khosravi, S Nahavandi, D Creighton

(2009), Vol. 5864, pp. 141-149, Lecture notes in computer science, Heidelberg, Germany, C1

journal

Integrating simulated annealing and delta technique for constructing optimal prediction intervals

A Khosravi, S Nahavandi, D Creighton

(2009), Vol. 5863, pp. 285-292, Lecture notes in computer science, Heidelberg, Germany, C1

journal

Haptically enabled interactivity and immersive virtual assembly

A Bhatti, D Creighton, S Nahavandi, Y Khoo, J Anticev, M Zhou

(2009), pp. 1-10, AutoCRC Conference 2009 : conference proceedings, Melbourne, Victoria, E1

conference

Haptically enable interactive virtual assembly training system development and evaluation

A Bhatti, S Nahavandi, Y Khoo, D Creighton, J Anticev, M Zhou

(2009), pp. 1-6, SIMTECT 2009 : Proceedings of the 2009 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, Adelaide, South Australia, E1

conference

Interpreting and modeling baggage handling systems as a system of systems

A Khosravi, S Nahavandi, D Creighton

(2009), pp. 1-6, ICIT 2009 : Future technology in service of regional industry : Proceedings of the IEEE Industrial Tecnology 2009 international conference, Gippsland, Victoria, E1

conference

Estimating performance indexes of a baggage handling system using metamodels

A Khosravi, S Nahavandi, D Creighton

(2009), pp. 1-6, ICIT 2009 : Future technology in service of regional industry : Proceedings of the IEEE Industrial Tecnology 2009 international conference, Gippsland, Victoria, E1

conference

Zero and infinity images in multi-scale image fusion

M Hossny, M Hossny, S Nahavandi, S Nahavandi, D Creighton, D Creighton

(2009), pp. 2181-2184, Proceedings - International Conference on Image Processing, ICIP, Cairo, E1

conference

Constructing prediction intervals for neural network metamodels of complex systems

A Khosravi, S Nahavandi, D Creighton

(2009), pp. 1576-1582, IJCNN 2009 : Proceedings of the IEEE Neural Networks 2009 international joint conference, Atlanta, Georgia, E1

conference

Developing optimal neural network metamodels based on prediction intervals

A Khosravi, S Nahavandi, D Creighton

(2009), pp. 1583-1589, IJCNN 2009 : Proceedings of the IEEE Neural Networks 2009 international joint conference, Atlanta, Georgia, E1

conference
2008

Feature-based image fusion quality metrics

M Hossny, S Nahavandi, D Creighton

(2008), pp. 469-478, ICIRA 2008 : Proceedings of the 1st International Conference on Intelligent Robotics and Applications 2008, Berlin, Germany, E1

conference

Comments on 'Information measure for performance of image fusion'

M Hossny, S Nahavandi, D Creighton

(2008), Vol. 44, pp. 1066-1067, Electronics letters, Stevenage, England, C1

journal

Toward a synergy between simulation and knowledge management for business intelligence

J Zhang, D Creighton, S Nahavandi

(2008), Vol. 39, pp. 770-786, Cybernetics and systems, N.Y., N.Y., C1

journal

Decentralized mobility models for data collection in wireless sensor networks

S Hanoun, D Creighton, S Nahavandi

(2008), pp. 1030-1035, ICRA 2008 : IEEE International Conference on Robotics and Automation, Pasadena, Calif., E1

conference

Color map-based image fusion

M Hossny, S Nahavandi, D Creighton

(2008), pp. 52-56, INDIN 2008 : Proceedings of the 6th IEEE International Conference on Industrial Informatics, Daejeon, Korea, E1

conference

Haptically enabled interactive virtual reality prototype for general assembly

A Bhatti, Y Khoo, D Creighton, J Anticev, S Nahavandi, M Zhou

(2008), pp. 1-6, WAC '08 : Proceedings of the World Automation Congress '08, Waikoloa, T.H., E1

conference

Kinematic modeling of a bio-inspired robotic fish

C Zhou, M Tan, Z Cao, S Wang, D Creighton, N Gu, S Nahavandi

(2008), pp. 695-699, ICRA 2008 : IEEE International Conference on Robotics and Automation, Pasadena, Calif., E1

conference
2007

A flow control methodology for the rapid generation of vehicle traffic models

D Creighton, S Nahavandi

(2007), Vol. 3, pp. 429-439, International journal of logistics systems and management, Olney, England, C1

journal

Enabling industrial scale simulation / emulation models

M Johnstone, D Creighton, S Nahavandi

(2007), pp. 1028-1034, WSC 07 Proceedings of the 2007 Winter Simulation Conference, Washington, D.C., E1

conference

Fuzzy haptic augmentation for telerobotic stair climbing

B Horan, S Nahavandi, D Creighton, E Tunstel

(2007), pp. 2437-2442, IEEE International Conference on Systems, Man and Cybernetics, 2007. ISIC., Quebec, Canada, E1

conference

Bilateral haptic teleoperation of an articulated track mobile robot

B Horan, D Creighton, S Nahavandi, M Jamshidi

(2007), pp. 1-8, IEEE International Conference on System of Systems Engineering, 2007. SoSE '07., San Antonio, Texas, E1

conference

A quadtree driven image fusion quality assessment

M Hossny, S Nahavandi, D Creighton

(2007), pp. 419-424, 5th IEEE International Conference on Industrial Informatics, 2007, Vienna, Austria, E1

conference

Simulation-based input loading condition optimisation of airport baggage handling systems

V Le, D Creighton, S Nahavandi

(2007), pp. 574-579, ITSC 2007 : Proceedings of the 2007 IEEE Intelligent transportation Systems Conference, Seattle, Washington, E1-1

conference
2006

Benchmark generation algorithm for stochastic mixed model assembly shop simulation and optimization

A Cave, S Nahavandi, D Creighton

(2006), Vol. 44, pp. 1193-1216, International journal of production research, London, England, C1

journal
2005

Intelligent headrest

M Fielding, J Mullins, S Nahavandi, D Creighton

(2005), pp. 1240-1245, Proceedings of the 2005 IEEE international conference on systems, man and cybernetics, Hawaii, USA, E1

conference

Linking discrete event simulation models using HLA

D Price, S Walsh, S Nahavandi, D Creighton

(2005), pp. 696-701, IEEE International Conference on Systems, Man and Cybernetics, 2005, Waikoloa, Hawaii, E1

conference

Operating policy generation using a reinforcement learning agent in a melt facility

D Creighton, S Nahavandi

(2005), pp. 369-374, Intelligent production machines and systems : first I*PROMS Virtual Conference : 4-15 July 2005, Online Conference, E1-1

conference

Rapid discrete event simulation model development for complex traffic analysis

D Creighton, S Nahavandi

(2005), pp. 1-1, ICIL 2005 : Proceedings of the International Conference on Industrial Logistics, Montevideo, Uruguay, E1-1

conference

A heuristic algorithm for carton to pallet loading problem

V Le, D Creighton, S Nahavandi

(2005), pp. 593-598, INDIN 2005 : Proceedings of the 3rd IEEE International Conference on Industrial Informatics 2005, Perth, Western Australia, E1-1

conference
2003

Application of a discrete event simulation for robust system design of a melt facility

D Creighton, S Nahavandi

(2003), Vol. 19, pp. 469-477, Robotics and computer-integrated manufacturing, Oxford, England, C1

journal
2002

The application of a reinforcement learning agent to a multi-product manufacturing facility

D Creighton, S Nahavandi

(2002), pp. 1229-1234, IEEE ICIT' 02 : 2002 IEEE International Conference on Industrial Technology : productivity reincarnation through robotics & automation : 11-14 December 2002, Shangri-La Hotel, Bangkok, Thailand, Bangkok, Thailand, E1

conference

On robust system design using discrete event simulation

D Creighton, S Nahavandi

(2002), pp. 89-94, Leadership of the future in manufacturing : proceedings : 8-10 February 2002, Adelaide Australia, Adelaide, South Australia, E1

conference

Optimising discrete event simulation models using a reinforcement learning agent

D Creighton, S Nahavandi

(2002), pp. 1945-1950, WSC 2002 : Exploring new frontiers : Proceedings of the 34th Conference on Winter Simulation, San Diego, California, E1-1

conference

Funded Projects at Deakin

Australian Competitive Grants

Enabling secure and competitive air cargo systems.

Prof Saeid Nahavandi, Prof Douglas Creighton, Mrs Mojdeh Nasir, Mr Carl Jiang

ARC Linkage - Projects Rnd 2 APAI APDI, ARC_DUAPAI2 ARC_Deakin University Australian Postgraduate Award Industry Second, ARC_DUAPAI ARC_Deakin University Australian Postgraduate Award Industry

  • 2010: $34,808
  • 2009: $77,778
  • 2008: $87,719
  • 2007: $44,029

Distributed Real-time Multiobjective Scheduling for Joinery Manufacturing Processes using Discrete Event Simulation - ARC LP091175

Prof Saeid Nahavandi, Prof Douglas Creighton

ARC_DUAPAI ARC_Deakin University Australian Postgraduate Award Industry, ARC Linkage - Projects Rnd 2 APAI

  • 2012: $38,449
  • 2011: $79,337
  • 2010: $85,916
  • 2009: $43,360

Enabling Ambient Intelligence for Manufacturing Processes through Distributed Camera Networks

Prof Saeid Nahavandi, Prof Douglas Creighton, Dr Nong Gu, A/Prof Asim Bhatti

ARC Linkage - Projects Rnd 2, Linkage PhD student

  • 2014: $47,961
  • 2013: $93,110
  • 2012: $89,660
  • 2011: $43,169

Uncertainty Quantification Using Type-2 Fuzzy Systems

Prof Saeid Nahavandi, Prof Douglas Creighton, A/Prof Abbas Khosravi, A/Prof Dipti Srinivasan

ARC - Discovery Projects

  • 2014: $99,992
  • 2013: $97,059
  • 2012: $93,463

Adaptive Scenario Generation and Performance Evaluation for Virtual Training of Helicopter Pilots

Prof Saeid Nahavandi, Prof Douglas Creighton, Dr Nong Gu, A/Prof Samer Hanoun

ARC Linkage - Projects Rnd 1

  • 2014: $77,771
  • 2013: $75,490
  • 2012: $72,693

Modelling and Simulation Phase 1: Modelling of Existing Mo-99 Workflow

Prof Saeid Nahavandi, A/Prof Michael Johnstone, Dr Vu Le, Prof Douglas Creighton

Australian Nuclear Science Technology Organisation ANSTO

  • 2014: $158,381

Other Public Sector Funding

Advanced dynamic analysis through psuedo haptics and kinaesthetic feedback

Prof Saeid Nahavandi, Prof Douglas Creighton, Dr Mohammed Hossny, Dr Lei Wei

  • 2012: $50,000

Synapse Residency 2015

Mr John Mccormick, Prof Kim Vincs, Prof Douglas Creighton

  • 2015: $14,000

STICK-E Healthy Eating - Systems Thinking In Community Knowledge Exchange

Prof Steven Allender, Prof Douglas Creighton, A/Prof Michael Johnstone, Prof Colin Bell, Prof Boyd Swinburn

  • 2018: $20,000
  • 2017: $90,000
  • 2016: $90,000

AEC Metrics Project

Prof Saeid Nahavandi, A/Prof Michael Johnstone, Prof Douglas Creighton, Dr Vu Le

  • 2018: $138,000
  • 2017: $239,500

AEC Electoral analysis and modelling technical expertise.

A/Prof Michael Johnstone, Prof Douglas Creighton, Prof Saeid Nahavandi, Dr Vu Le, Dr James Zhang, Dr Burhan Khan

  • 2019: $21,893

Industry and Other Funding

Enabling secure and competitive air cargo systems.

Prof Saeid Nahavandi, Prof Douglas Creighton, Mrs Mojdeh Nasir, Mr Carl Jiang

  • 2010: $40,000
  • 2009: $40,000
  • 2008: $40,000

Distributed Real-time Multiobjective Scheduling for Joinery Manufacturing Processes using Discrete Event Simulation - ARC LP091175

Prof Saeid Nahavandi, Prof Douglas Creighton

  • 2012: $35,000
  • 2011: $34,500
  • 2010: $34,500

Enabling Ambient Intelligence for Manufacturing Processes through Distributed Camera Networks

Prof Saeid Nahavandi, Prof Douglas Creighton, Dr Nong Gu, A/Prof Asim Bhatti

  • 2015: $56,000
  • 2013: $28,000
  • 2012: $28,000
  • 2011: $84,000

Adaptive Scenario Generation and Performance Evaluation for Virtual Training of Helicopter Pilots

Prof Saeid Nahavandi, Prof Douglas Creighton, Dr Nong Gu, A/Prof Samer Hanoun

  • 2015: $30,300
  • 2014: $40,562
  • 2013: $50,504

IXL Solar Rollforming and Assembly Line Analysis

A/Prof Michael Johnstone, Prof Saeid Nahavandi, Dr Vu Le, Prof Douglas Creighton

  • 2013: $5,000

Quality Data Collection & Tracking System for Manufacturing SME's

A/Prof Michael Johnstone, Prof Douglas Creighton, Prof Saeid Nahavandi

  • 2014: $8,470
  • 2013: $100,380

AMSI internship with Telstra for Sara Keretna

Prof Douglas Creighton, Prof Chee Peng Lim, Mrs Sara Keretna

  • 2016: $17,000

Next generation fibres program: X-ray scattering characterisation

Dr Peter Lynch, Prof Douglas Creighton, A/Prof Minoo Naebe

  • 2016: $64,614

Quickstep Production Line Modelling and Analysis Study

A/Prof Michael Johnstone, Dr Vu Le, Prof Douglas Creighton, A/Prof Samer Hanoun

  • 2016: $15,000

VicWater Energy Grid Modelling

Prof Douglas Creighton

  • 2017: $70,000

Let¿s have a yarn about chronic disease: a collaborative multi-disciplinary participatory action research approach to addressing Aboriginal health in South West Victoria

Mrs Hannah Beks, A/Prof Vincent Versace, Ms Kerry Hudson, Mr John Bell, Ms Tamika Amos, Ms Candice Mckenzie, Prof Peter Harvey, A/Prof Barry Morphett, Prof Steven Allender, Dr Josh Hayward, A/Prof Michael Johnstone, Prof Douglas Creighton, Dr Constance Kourbelis, Ms Barbara Allen

  • 2019: $6,587
  • 2018: $34,072

Project Twenty Twenty Discovery and Scoping Stage

Prof Douglas Creighton, Prof Chee Peng Lim, A/Prof Asim Bhatti

  • 2018: $192,545
  • 2017: $171,500

Scoping the 20/20 Train Driver Training Package - Phase 2 Technology enablement

Prof Douglas Creighton

  • 2018: $30,000

Other Funding Sources

Ingress / Egress Ergonomic Assessment

Prof Saeid Nahavandi, Prof Douglas Creighton, Dr Mohammed Hossny, Mr Shady Mohamed, A/Prof Asim Bhatti, Dr Lei Wei

  • 2016: $5,954
  • 2015: $491,403

Collaborative Embodied Movement Design Network

Prof Kim Vincs, Prof Saeid Nahavandi, Prof Frank Vetere, Prof Simon Biggs, Prof Bruce Thomas, Prof Douglas Creighton, Dr Scott Delahunta, Dr Keith Armstrong, Dr Adam Nash, Dr Petra Gemeinboeck, Dr Thomas Chandler, Dr Troy Innocent, Mr John Mccormick, Dr Jordan Vincent, Dr Robert Vincs

  • 2017: $16,000

Ingress/Egress Ergonomic Assessment: Automating Posture Modification

Prof Saeid Nahavandi, Prof Douglas Creighton, Dr Mohammed Hossny, Dr Shady Mohamed, A/Prof Asim Bhatti, Dr Lei Wei, Dr Imali Hettiarachchi, A/Prof Abbas Khosravi

  • 2017: $525,600

Supervisions

Principal Supervisor
2016

Marwa Hassan

Thesis entitled: Quantifying Heteroskedasticity Metrics

Doctor of Philosophy (Information Technology), Institute for Intelligent Systems Research and Innovation

Sara Keretna

Thesis entitled: Named Entity Recognition in Unstructured Text

Doctor of Philosophy (Information Technology), Institute for Intelligent Systems Research and Innovation

2015

Sahar Araghi

Thesis entitled: Computational Intelligence-based Traffic Signal Timing Optimization

Doctor of Philosophy (Information Technology), Institute for Intelligent Systems Research and Innovation

Jeremy Alan Opie

Thesis entitled: Modelling and Optimisation of an Aftermarket Radar System

Master of Engineering, Centre for Intelligent Systems Research.

2014

Ahmad Mahmoud

Thesis entitled: Extending Scheduling Algorithms to Minimise the Impact of Bounded Uncertainty Using Interval Programming

Doctor of Philosophy (Engineering), Centre for Intelligent Systems Research.

2013

Mojdeh Nasir

Thesis entitled: Pedestrian Steering Behaviour Modelling within the Built Environment

Doctor of Philosophy (Engineering), Centre for Intelligent Systems Research.

2012

Carl Yong Hui Jiang

Thesis entitled: Digital Elevation Model and Satellite Imagery Based Bushfire Simulation

Doctor of Philosophy (Information Technology), Centre for Intelligent Systems Research.

2010

Michael Johnstone

Thesis entitled: Simulation-based Learning for Control of Complex Conveyor Networks

Doctor of Philosophy (Engineering), Centre for Intelligent Systems Research.

2009

Vu Le

Thesis entitled: Input and Output Analysis of Complex Conveyor Networks

Doctor of Philosophy (Engineering), Centre for Intelligent Systems Research.

2005

Vu Le

Thesis entitled: APA(I) 2002 Project Title: A Distributed Virtual Factory in Agile Manufacturing

Master of Engineering, School of Engineering

Co-supervisor
2019

Jaimie McGlashan

Thesis entitled: The Use of Network Analysis to Evaluate Community-Based Obesity Prevention Interventions

Doctor of Philosophy (Health & Social Development), School of Health & Social Development

Associate Supervisor
2018

Bruce Gunn

Thesis entitled: Inference of Resource-based Simulation Models from Process Event-log Data

Doctor of Philosophy (Information Technology), Institute for Intelligent Systems Research and Innovation

Syed Moshfeq Salaken

Thesis entitled: Solving Computational Bottleneck of Interval Type-2 Fuzzy Systems

Doctor of Philosophy (Engineering), Institute for Intelligent Systems Research and Innovation

2016

Marzieh Asgari

Thesis entitled: Three Dimensional Mechanical Modelling and Analysis of Embryos Microinjection

Doctor of Philosophy (Engineering), Institute for Intelligent Systems Research and Innovation

2015

Mohammad Hosen

Thesis entitled: Prediction interval-based modelling and control of nonlinear processes

Doctor of Philosophy (Information Technology), Centre for Intelligent Systems Research.

Hussein Medhat Haggag

Thesis entitled: Supervised Learning for Labelling Human Body with Attached Props

Doctor of Philosophy (Information Technology), Centre for Intelligent Systems Research.

2014

John Francis McCormick

Thesis entitled: Responding to human full-body gestures embedded in motion data streams through machine learning and memory

Doctor of Philosophy, School of Communication & Creative Arts

Kyle James Nelson

Thesis entitled: Super-resolution of 3-dimensional Scenes

Doctor of Philosophy (Engineering), Centre for Intelligent Systems Research.

2013

Sara Farag

Thesis entitled: Towards parameterless 3D mesh segmentation

Doctor of Philosophy (Engineering), Centre for Intelligent Systems Research.

2012

Thanh Khanh Tran

Thesis entitled: Study of Electrical Usage and Demand of the Container Terminal

Doctor of Philosophy (Engineering), Centre for Intelligent Systems Research.

Wael Abdelrahman

Thesis entitled: Towards an efficient haptic rendering using data-driven modeling

Doctor of Philosophy (Information Technology), Centre for Intelligent Systems Research.

2011

Abbas Khosravi

Thesis entitled: Construction and Optimisation of Prediction Intervals for Neural Network Models

Doctor of Philosophy (Engineering), Centre for Intelligent Systems Research.

2009

Ben Horan

Thesis entitled: Haptic Control Methodologies for Rover Teleoperation in Non-deterministic Remote Environments

Doctor of Philosophy (Engineering), Centre for Intelligent Systems Research.

Mohammed Hossny

Thesis entitled: An Algebraic Framework for Multimodal Image Fusion

Doctor of Philosophy (Engineering), Centre for Intelligent Systems Research.