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• Article

  A Machine Learning Approach for the Identification of a Biomarker of Human Pain using fNIRS

  Fernandez Rojas, R., Huang, X. & Ou, K. L., 4 Apr 2019, In: Scientific Reports. 9, 1, p. 1-12 12 p., 5645.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Machine Learning
  • Near-Infrared Spectroscopy
  • Biomarkers
  • Pain
  • Support Vector Machine
  18 Citations (Scopus)

  11 Downloads (Pure)

• Cortical Network Response to Acupuncture and the Effect of the Hegu Point: An FNIRS study

  Fernandez Rojas, R., Liao, M., Romero, J., Huang, X. & Ou, K. L., 2 Jan 2019, In: Sensors (Basel, Switzerland). 19, 2, p. 1-16 16 p., 394.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Acupuncture
  • hemodynamic responses
  • stimuli
  • infrared spectroscopy
  • wavelet analysis
  4 Citations (Scopus)

  29 Downloads (Pure)

• Electroencephalographic Workload Indicators During Teleoperation of an Unmanned Aerial Vehicle Shepherding a Swarm of Unmanned Ground Vehicles in Contested Environments

  Fernandez Rojas, R., Debie, E., Fidock, J., Barlow, M., Kasmarik, K., Anavatti, S., Garratt, M. & Abbass, H., 14 Feb 2020, In: Frontiers in Neuroscience. 14, p. 1-15 15 p., 40.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Workload
  • Air
  • Heart Rate
  • Power (Psychology)
  • Cognition
  2 Citations (Scopus)

  2 Downloads (Pure)

• Evidentiary assessment for protecting WSNs from internal attacks in real-time

  Huang, X., Rojas, R. F., Madoc, A. C. & Ahmad, DA., 1 Jan 2017, In: International Journal of Computers and Applications. 39, 1, p. 1-8 8 p.

  Research output: Contribution to journal › Article › peer-review

  • Wireless sensor networks
  1 Citation (Scopus)

• Region of interest detection and evaluation in functional near infrared spectroscopy

  Rojas, R. F., Huang, X. & Oub, K. L., 2016, In: Journal of Near Infrared Spectroscopy. 24, 4, p. 317-326 10 p.

  Research output: Contribution to journal › Article › peer-review

  • Near infrared spectroscopy
  • Optical flows
  • Computational methods
  • Chemical activation
  • Spatial distribution
  13 Citations (Scopus)

• Toward a functional near-infrared spectroscopy-based monitoring of pain assessment for nonverbal patients

  Fernandez Rojas, R., Huang, X. & Ou, K. L., 1 Oct 2017, In: Journal of Biomedical Optics. 22, 10, p. 1-12 12 p., 106013.

  Research output: Contribution to journal › Article › peer-review

  • pain
  • Near infrared spectroscopy
  • infrared spectroscopy
  • Neuroimaging
  • Support vector machines
  11 Citations (Scopus)
• Conference contribution

  A Computational Investigation of an Active Region in Brain Network Based on Stimulations with Near-Infrared Spectroscopy

  Huang, X., Rojas, R. F., Madoc, A. C., Ou, K. L. & Rabiul Islam, S. M., 26 Oct 2017, Proceedings 24th International Conference on Neural Information Processing (ICONIP 2017): Lecture Notes in Computer Science. Liu, D. (ed.). Cham, Switzerland: Springer-Verlag London Ltd., Vol. 10635. p. 728-738 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10635 LNCS).

  Research output: A Conference proceeding or a Chapter in Book › Conference contribution › peer-review

  • Near-infrared Spectroscopy
  • Cortex
  • Near infrared spectroscopy
  • Brain
  • Pain

• Bilateral connectivity in the somatosensory region using near-infrared spectroscopy (NIRS) by wavelet coherence

  Fernandez Rojas, R., Huang, X. & Ou, K. L., 1 Jan 2016, SPIE BioPhotonics Australasia. Goldys, E. M. & Hutchinson, M. R. (eds.). United States: SPIE, p. 1-6 7 p. 100131Z. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 10013).

  Research output: A Conference proceeding or a Chapter in Book › Conference contribution › peer-review

  • Near-infrared Spectroscopy
  • Near infrared spectroscopy
  • Connectivity
  • infrared spectroscopy
  • Wavelets
  3 Citations (Scopus)

• Cortical activation investigation by optical flow and wavelet analysis using near-infrared spectroscopy

  HUANG, X., FERNANDEZ ROJAS, R. & Ou, K-L., 2016, 2016 6th IEEE International Conference on Biomedical Robotics and Biomechatronics, BioRob 2016. Kukreja, S. L. & Masia, L. (eds.). Singapore: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 1307-1311 5 p. 7523812. (Proceedings of the IEEE RAS and EMBS International Conference on Biomedical Robotics and Biomechatronics; vol. 2016-July).

  Research output: A Conference proceeding or a Chapter in Book › Conference contribution › peer-review

  • Near infrared spectroscopy
  • Wavelet analysis
  • Optical flows
  • Brain
  • Hemodynamics

• EEG-Based Neural Correlates of Trust in Human-Autonomy Interaction

  Wang, M., Hussein, A., Rojas, R. F., Shafi, K. & Abbass, H. A., 28 Jan 2019, Proceedings of the 2018 IEEE Symposium Series on Computational Intelligence, SSCI 2018. Pal, N. R. & Sundaram, S. (eds.). United States: IEEE, Institute of Electrical and Electronics Engineers, p. 350-357 8 p. (Proceedings of the 2018 IEEE Symposium Series on Computational Intelligence, SSCI 2018).

  Research output: A Conference proceeding or a Chapter in Book › Conference contribution › peer-review

  • Electroencephalography
  • Brain
  • Power spectrum
  • Entropy
  • Electrodes
  4 Citations (Scopus)

• Effective Algorithm for protecting WSN's from internal attacks in real-time

  HUANG, X., Ahmed, M., Fernandez Rojas, R., Cui, H. & Aseeri, M., 2016, Proceedings of the Australasian Computer Science Week Multiconference, ACSW 2016. Yi, X. (ed.). Canberra: ACM Publishing, Vol. 1. p. 1-7 7 p. a40. (ACM International Conference Proceeding Series; vol. 01-05-February-2016).

  Research output: A Conference proceeding or a Chapter in Book › Conference contribution › peer-review

  • Wireless sensor networks
  • Health
  • Monitoring
  • Costs
  1 Citation (Scopus)

• Encephalographic Assessment of Situation Awareness in Teleoperation of Human-Swarm Teaming

  Fernandez Rojas, R., Debie, E., Fidock, J., Barlow, M., Kasmarik, K., Anavatti, S., Garratt, M. & Abbass, H., 2019, Proceedings of the 26th International Conference on Neural Information Processing, ICONIP 2019. Gedeon, T., Wong, K. W. & Lee, M. (eds.). Netherlands: Springer, p. 530-539 10 p. (Communications in Computer and Information Science; vol. 1142 CCIS).

  Research output: A Conference proceeding or a Chapter in Book › Conference contribution › peer-review

  • Remote control
  • Electroencephalography
  • Data communication systems
  • Degradation
  4 Citations (Scopus)

• Exploring the use of optical flow for the study of functional NIRS signals

  Fernandez Rojas, R., Huang, X., Ou, K. L. & Hernandez-Juarez, J., 13 Mar 2017, Medical Imaging 2017: Biomedical Applications in Molecular, Structural, and Functional Imaging: Proceedings of SPIE. Krol, A. & Gimi, B. (eds.). Bellingham, USA: SPIE, Vol. 10137. p. 1-8 8 p. 101372K

  Research output: A Conference proceeding or a Chapter in Book › Conference contribution › peer-review

  • Near infrared spectroscopy
  • Near-Infrared Spectroscopy
  • Optical flows
  • infrared spectroscopy
  • hemispheres
  1 Citation (Scopus)

• fNIRS Approach to Pain Assessment for Non-verbal Patients

  Rojas, R. F., Huang, X., Romero, J. & Ou, K. L., Nov 2017, Neural Information Processing - 24th International Conference, ICONIP 2017, Proceedings. Liu, D., Xie, S., Li, Y., Zhao, D. & El-Alfy, E-S. M. (eds.). Cham, Switzerland: Springer, p. 778-787 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10637 LNCS).

  Research output: A Conference proceeding or a Chapter in Book › Conference contribution › peer-review

  • Near-infrared Spectroscopy
  • Pain
  • Near infrared spectroscopy
  • Hot Temperature
  • Nearest Neighbor
  5 Citations (Scopus)

• Novel signal processing of brain activity based on ant colony optimization and wavelet analysis with near infrared spectroscopy

  HUANG, X., FERNANDEZ ROJAS, R., Ou, K. & Madoc, A., 4 Jun 2016, Proceedings of 2016 8th IEEE International Conference on Communication Software and Networks, ICCSN 2016. Xiao, Y. (ed.). Beijing China: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 81-85 5 p. 7586623. (Proceedings of 2016 8th IEEE International Conference on Communication Software and Networks, ICCSN 2016).

  Research output: A Conference proceeding or a Chapter in Book › Conference contribution › peer-review

  • Near infrared spectroscopy
  • Wavelet analysis
  • Ant colony optimization
  • Brain
  • Signal processing
  1 Citation (Scopus)

• Physiological Fluctuations Show Frequency-Specific Networks in fNIRS Signals During Resting State

  FERNANDEZ ROJAS, R., HUANG, X., Juare, J. H. & Ou, K. L., 11 Jul 2017, 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE, Institute of Electrical and Electronics Engineers, p. 2550-2553 4 p. 8037377. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

  Research output: A Conference proceeding or a Chapter in Book › Conference contribution › peer-review

  • Near infrared spectroscopy
  • Near-Infrared Spectroscopy
  • Frequency bands
  • Hemodynamics
  • Magnetic Resonance Imaging
  7 Citations (Scopus)

• Signal processing of brain activity with ant colony optimization and wavelet analysis using near infrared spectroscopy

  HUANG, X., Fernandez Rojas, R. & Ou, K-L., 7 Sep 2016, 2016 IEEE 6th International Conference on Communications and Electronics, IEEE ICCE 2016. Quynh, N. X., Son, H. M., Giles, R. & Cho, Y. S. (eds.). USA: IEEE, Institute of Electrical and Electronics Engineers, Vol. 1. p. 306-311 6 p. 7562654. (2016 IEEE 6th International Conference on Communications and Electronics, IEEE ICCE 2016).

  Research output: A Conference proceeding or a Chapter in Book › Conference contribution › peer-review

  • Near infrared spectroscopy
  • Wavelet analysis
  • Ant colony optimization
  • Brain
  • Signal processing
  1 Citation (Scopus)
• Review article

  Contextual Awareness in Human-Advanced-Vehicle Systems: A Survey

  Fernandez-Rojas, R., Perry, A., Singh, H., Campbell, B., Elsayed, S., Hunjet, R. & Abbass, H. A., 1 Jan 2019, In: IEEE Access. 7, p. 33304-33328 25 p., 8658079.

  Research output: Contribution to journal › Review article › peer-review

  Open Access

  File

  • Recommender systems
  • Man machine systems
  • Radio systems
  • Autonomous vehicles
  • Lenses
  5 Citations (Scopus)

  28 Downloads (Pure)

• Multimodal Fusion for Objective Assessment of Cognitive Workload: A Review

  Debie, E., Rojas, R. F., Fidock, J., Barlow, M., Kasmarik, K., Anavatti, S., Garratt, M. & Abbass, H. A., 23 Sep 2019, In: IEEE Transactions on Cybernetics. p. 1-14 14 p.

  Research output: Contribution to journal › Review article › peer-review

  • Workload
  • Sensors
  • Eye tracking
  • Time measurement
  • Electrocardiography