Journal Publications

  • Javad Dogani, Ali Yazdanpanah, Arash Zare, and Farshad Khunjush, "A two-tier multi-objective service placement in container-based fog-cloud computing platforms," Journal of Cluster Computing, Volum 27, Issue 4, pp. 4491-4514, 2024.
  • Javad Dogani and Farshad Khunjush , "Proactive auto-scaling technique for web applications in container-based edge computing using federated learning model," Journal of Parallel and Distributed Computing, Volume 187, pp. 104837-, 2024.
  • M. Seydali, F. Khunjush , and J. Dogani, "Streaming traffic classification: a hybrid deep learning and big data approach," Journal of Cluster Computing, pp. 1-29, 2024.
  • M. Seydali, F. Khunjush , B. Akbari and J. Dogani, "CBS: A Deep Learning Approach for Encrypted Traffic Classification With Mixed Spatio-Temporal and Statistical Features," IEEE Access, Volume 11, pp. 141674-141702, 2023.
  • Javad Dogani, Reza Namvar, and Farshad Khunjush , "Auto-scaling techniques in container-based cloud and edge/fog computing: Taxonomy and survey," Journal of Computer Communications, Volume 209, pp. 120-150, 2023.
  • Javad Dogani, Farshad Khunjush , Mohammad Reza Mahmoudi, and Mehdi Seydali, "Multivariate workload and resource prediction in cloud computing using CNN and GRU by attention mechanism," The Journal of Supercomputing, Volum 79, Issue 3, pp. 3437-3470, 2023.
  • Javad Dogani, Farshad Khunjush , and Mehdi Seydali, "Host load prediction in cloud computing with Discrete Wavelet Transformation (DWT) and Bidirectional Gated Recurrent Unit (BiGRU) network," Journal of Computer Communications, Volume 198, pp. 157-174, 2023.
  • Javad Dogani, Farshad Khunjush, and Mehdi Seydali, "K-AGRUED: A Container Autoscaling Technique for Cloud-based Web Applications in Kubernetes Using Attention-based GRU Encoder-Decoder," Journal of Grid Computing, Volume 20, Issue 4, pp. 1-32, 2022.
  • H. Sotudeh, Z. Saber, F. Ghanbari Aloni, M. Mirzabeigi, and Khunjush , "A longitudinal study of the evolution of opinions about open access and its main features: a twitter sentiment analysis," Scientometrics Journal, Volume 127, Issue 10, pp. 5587-5611, 2022.
  • Arash Qodratnama, Farshad Khunjush , and Mohsen Raji, "A methodology for the SPICE-Compatible modeling of metal-semiconductor-metal photodetectors for nanophotonic interconnects application," Microelectronics Journal, Volume 125, pp. 105170- , 2021.
  • Amir Hossein Sojoodi, Majid Salimi Beni, Farshad Khunjush , "Ignite-GPU: a GPU-enabled in-memory computing architecture on clusters," The Journal of Supercomputing volume, Volume 77, pp. 3165-3192, 2021.
  • Alireza Monemi,Farshad Khunjush, Maurizio Palesi, and Hamid Sarbazi-Azad, "An Enhanced Dynamic Weighted Incremental Technique for QoS Support in NoC," ACM Transactions on Parallel Computing (TOPC), Volume 7, No. 2, Article 9, Publication date: May 2020.
  • Saeid Mehrjoo, Farshad Khunjush, and Amir Ghaedi, "Fully distributed sleeping compressive data gathering in wireless sensor networks," IET Communications, Volume 14, Issue 5, pp. 830-837, 2020.
  • Saeid Mehrjoo, Farshad Khunjush, "Accurate compressive data gathering in wireless sensor networks using weighted spatio-temporal compressive sensing," Telecommunication Systems 68 (1), pp. 7988, May 2018.
  • Saeid Mehrjoo, Farshad Khunjush, "Optimal data aggregation tree in wireless sensor networks based on improved river formation dynamics," Computational Intelligence 34 (3), pp. 802-820, 2018.
  • Saeid Mehrjoo, Farshad Khunjush, "Distributed semi-adaptive compressive sensing data collection in wireless sensor networks," International Journal of Communication Systems 31 (9), e3546, June 2018
  • E Nourani, Farshad Khunjush, FE Sevilgen, "Virus-human protein-protein interaction prediction using Bayesian matrix factorization and projection techniques," Biocybernetics and Biomedical Engineering 38 (3), pp. 574-585, 2018.
  • Pantea Zardoshti, Farshad Khunjush, Hamid Sarbazi-Azad, "Adaptive sparse matrix representation for efficient matrixvector multiplication," The Journal of Supercomputing 72 (9), pp. 3366-3386, 2016.
  • Esmaeil Nourani, Farshad Khunjush, Saliha Durmu, "Computational prediction of virushuman proteinprotein interactions using embedding kernelized heterogeneous data," Molecular BioSystems 12 (6), pp. 1976-1986, 2016.
  • Ali Mirsoleimani, Farshad Khunjush, and Ali Karami, "A Two-Tier Design Space Exploration Algorithm to Construct GPU Performance Model," Journal of Systems Architectures, 61 (10), pp. 576-583, 2015.
  • Esmaeil Nourani, Farshad Khunjush, Saliha Durmus, "Computational Approaches for Prediction of Pathogen-Host Protein-Protein Interactions," Front Microbiology Journal, January 2015; 6, 94.
  • Seyedmehdi Hosseinimotlagh, Farshad Khunjush, and Rashid Aldin Samadzadeh, "SEATS: Smart Energy-Aware Task Scheduling in Real-Time Cloud Computing," The Journal of Supercomputing, Vol. 71, Issue 1, pp. 45-66, 2015.
  • Puya Memarzia, Farshad Khunjush, "Exploring gpu memory performance using digital image processing algorithms," Indian journal of computer science and engineering (IJSCE) 5 (6), 2014.
  • Ali Karami, Farshad Khunjush, and Ali Mirsoleimani, "A Statistical Performance Analyzer Framework for OpenCL Kernels on Nvidia GPUs," The Journal of Supercomputing, Vol 70, Issue 12, pp. 1-22, 2014.
  • Farshad Khunjush, David Gong and Nikitas J. Dimopoulos, "Single-Port and MultiPort Collective Communication Operations on single and dual Cell BE Processor Systems," Int. J. Communication Networks and Distributed Systems, Vol. 6, No. 4, pp. 373-391, 2011.
  • Farshad Khunjush and Nikitas J. Dimopoulos, "Hiding Message Delivery Latency using Direct-to-Cache-Transfer Techniques in Message Passing Environments," Elsevier’s Journal of Microprocessors and Microsystems, Vol 33, pp. 430-440, October-November 2009.
  • Farshad Khunjush and Nikitas J. Dimopoulos, "Hiding Message Delivery and Reducing Memory Access Latency by providing Direct-to-Cache Transfer during Receive Operations in a Message Passing Environment," ACM SIGARCH Computer Architecture News, Volume 34, Issue 1, pp. 41-48, March 2006.

Conference Publications

  • Javad Dogani and Farshad Khunjush, "Cloud Service Composition Using Genetic Algorithm and Particle Swarm Optimization," 2021 11th International Conference on Computer Engineering and Knowledge (ICCKE), pp. 98-104, 2021.
  • Saleh Afzoon, Nabi Rezvani, and Farshad Khunjush , "Enabling the Analysis of Mental Health Patterns Using an Efficient Machine Learning Approach," 2021 IEEE 25th International Enterprise Distributed Object Computing Workshop (EDOCW), pp. 59-66, 2021, Australia.
  • Majid Salimi Beni, Amir Hossein Sojoodi ,and Farshad Khunjush, "A GPU-Enabled Extension for Apache Ignite to Facilitate Running Genetic Algorithms," Proceedings CADS 2020, Rasht, Iran.
  • Arash Qodratnama, Farshad Khunjush, Mohsen Raji, "A Methodology for the Accurate SPICE-compatible Modelling of MSM Photodetectors for Nanophotonic Interconnects," 27th Iranian Conference on Electrical Engineering (ICEE), pp. 130-134, 2019.
  • ZA Ghanavati, MR Katebzadeh, H Tahayori, and F Khunjush, "PyPerC: Python toolbox for perceptual computing," 6th Iranian Joint Congress on Fuzzy and Intelligent Systems (CFIS), pp. 210-214, 2018.
  • Bahram Yarahmadi and Farshad Khunjush, "Bamshad: A JIT Compiler for running Java Stream APIs on heterogeneous environments", The 19th CSI International Symposium on Computer Architecture & Digital Systems (CADS 2017), Kish Island, Iran, December 21-22, 2017.
  • Mahmoud Shirazi, Mehdi Kargahi, Farshad Khunjush, "Gauss-Jordan Matrix Inversion Speed-Up using GPUs with the Consideration of Power Consumption," INFOCOMP 2015, 32.
  • Seyedmehdi Hosseinimotlagh, Farshad Khunjush, Seyedmahyar Hosseinimotlagh, "Migration-less Energy-Aware Task Scheduling Policies in Cloud Environments." Proceedings the 28th IEEE International Conference on Advanced Information Networking and Applications (AINA-2014), pp. 391-397, Victoria, Canada, May 2014
  • Ali Karami, Ali Mirsoleimani, and Farshad Khunjush, "A Two-Tier Design Space Exploration Algorithm to Construct a GPU Performance Predictor," Proceedings of the International conference on ARCHITECTURE OF COMPUTING SYSTEMS (ARCS 2014), pp. 135-146, Luebeck, Germany, Feb. 2014.
  • Seyedmehdi Hosseinimotlagh, Farshad Khunjush, and Seyedmahyar Hosseinimotlagh, "A Cooperative Two-Tier Energy-Aware Scheduling for Real-Time Tasks in Computing Clouds," Proceedings of the 22nd Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP 2014), pp. 178-182, Turin, Italy, Feb 2014.
  • Ali Mirsoleimani, Ali Karami, and Farshad Khunjush, "A Statistical Performance Prediction Model for OpenCL Kernels on NVIDIA GPUs," Proceedings, 17th International Symposium on Computer Architecture & Digital Systems (CADS 2013), IPM, Tehran, Iran, October 2013.
  • Ali Mirsoleimani, Ali Karami, and Farshad Khunjush, "A Parallel Memetic Algorithm on GPU to Solve the Task Scheduling Problem in Heterogeneous Environments," Proceeding of the 15th annual conference on Genetic and evolutionary computation conference (GECCO 2013), pp. 1181-1188, Amsterdam, The Netherlands, July 6-10, 2013.
  • Masoud Ebrahimi and Farshad Khunjush, "Second Level Parallelism using SIMD Accelerators on Heterogeneous MapReduce Clusters," Proceedings the 24th IASTED International Conference on Parallel and Distributed Computing and Systems (PDCS 2012), USA, November 12-14, 2012.
  • Amin Foshati and Farshad Khunjush, "A Novel Implementation of Double Precision and Real Valued ICA Algorithm for Bioinformatics Applications on GPUs," Proceedings the 3rd International Workshop on High Performance Bioinformatics and Biomedicine (HiBB), held in Conjunction with Euro-Par 2012, Rhodes Island, Greece, August 27th - 31st, 2012.
  • Anthony Kroeker, Nikitas Dimopoulos, and Farshad Khunjush, "Using indirection to minimize message delivery latency on cache-less many-core architectures," Proceedings of 2012 25th IEEE Canadian Conference on Electrical & Computer Engineering (CCECE 2012), Montreal, Canada, May 2012.
  • Amin Abbasi, Farshad Khunjush, and Reza Azimi, "A Preliminary Study of Incorporating GPUs in the Hadoop Framework," Proceedings, 16th International Symposium on Computer Architecture & Digital Systems (CADS 2012), Iran, May 2012.
  • Z. Jamshidi and Farshad Khunjush, "Optimization of OpenFOAM’s linear solvers on emerging multi-core platforms," Proceedings, 2011 IEEE Pacific Rim Conference on Communications, Computers and Signal Processing, pp. 824-829, Victoria, BC, Canada, 2011.
  • S.A. Mirsoleimani, Farshad Khunjush, "Solving Sudoku Puzzle on GPU Using Parallel Genetic Algorithm," book of abstracts, HPCS 2011, pp. 21, Montral, Canada, June 15- 17, 2011.
  • R. Mokhtari, A. Abbasi, F. Khunjush and R. Azimi, "Soren: Adaptive MapReduce for Programmable GPUs," Proceedings, the 4th International Workshop on Programmability Issues for Heterogeneous Multicores (MULTIPROG 2011), held in conjunction with Hipeac 2011, Heraklion, Crete, Greece, January 23, 2011.
  • Farshad Khunjush and N. J. Dimopoulos, "Characterization of Single-Port and Multi-Port Collective Communication Operations on the Cell BE Processor," Proceedings, 2009 IEEE International Conference on Communications, Computers and Signal Processing (PACRIM 2009), Canada, August 2009.
  • Farshad Khunjush and Nikitas J. Dimopoulos, "Architectural Enhancement for Minimizing Message Delivery Latency on Cache-Less Architectures (e.g., Cell BE)", Proceedings, the International Workshop on The Influence of I/O on Microprocessor Architecture (IOM-2009), co-located with the 15th International Symposium on High-Performance Computer Architecture (HPCA-15), North-Carolina, USA, Feb. 2009.
  • Farshad Khunjush and Nikitas J. Dimopoulos, "Extended Characterization of DMA Transfers on the Cell BE Processor," Proceedings, the 13th International Workshop on High-Level Parallel Programming Models and Supportive Environments (HIPS ’08), held in conjunction with IPDPS 2008, pp. 1-8, Miami, USA, April 14-18, 2008.
  • Farshad Khunjush and Nikitas J. Dimopoulos, "Comparing Direct-to-Cache Transfer policies to TCP/IP and M-VIA during Receive Operations in MPI environments," Proceedings, the Fifth International Symposium on Parallel and Distributed Processing and Applications (ISPA ’07), LNCS 4742 Springer-Verlag, pp. 208-222, Niagara Falls, Canada, August 29-31, 2007 (Acceptance rate 34%).
  • Farshad Khunjush and Nikitas J. Dimopoulos, "Using the Cell Processor as a Network assist to minimize latency," Proceedings, IEEE 2007 Canadian Conference on Electrical and Computer Engineering (CCECE ’07), pp. 936-939, Vancouver, Canada, April 22-26, 2007.
  • Farshad Khunjush and Nikitas J. Dimopoulos, "Lazy Direct-to-Cache Transfer during Receive Operations in a Message Passing Environment," Proceedings, the 3rd ACM International Conference on Computing Frontiers (CF ’06), pp. 331-340, Ischia, Italy, May 3-5, 2006 (Acceptance rate 25%).
  • Farshad Khunjush and Nikitas J. Dimopoulos, "Hiding Message Delivery and Reducing Memory Access Latency by providing Direct-to-Cache Transfer during Receive Operations in a Message Passing Environment," Proceedings, the Sixth International Workshop on Memory Performance: Dealing with Applications, Systems, and Architecture (MEDEA ’05), held in Conjunction with PACT05, pp. 43-50, St. Louis, USA, September 2005.
  • Farshad Khunjush and Nikitas J. Dimopoulos, "Evaluation of Direct-to-Cache Transfer during Receive operations in a Message Passing Environment," Proceedings, the Second International Workshop on Advanced Networking and Communications Hardware (ANCHOR ’05), held in Conjunction with ISCA-32, pp. 22-29, Wisconsin, USA, June 2005.
  • Farshad Khunjush and Nikitas J. Dimopoulos, "Architectural Enhancements for Message Passing Interconnects," (ACACES ’05), Poster Abstracts. Advanced Computer Architecture and Compilation for Embedded Systems. Laquila, Italy, July 2005, pp. 231- 235. Academic Press, ISBN 90 382 0802 2.
  • Farshad Khunjush, M. Watheq El-Kharashi, Kin F. Li, and N. J. Dimopoulos, "Network Processor Design: Issues and Challenges," IEEE International Conference on Communications, Computers and Signal Processing (PACRIM ’03), Canada, pp. 164-168, August 2003.

Farshad Khunjush

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