20152019
If you made any changes in Pure, your changes will be visible here soon.

Research Output 2015 2019

  • 11 Conference contribution
  • 3 Article
Filter
Conference contribution
2019

Accelerating Deterministic Bit-Stream Computing with Resolution Splitting

Najafi, M. H., Faraji, S. R., Li, B., Lilja, D. J. & Bazargan, K., Apr 23 2019, Proceedings of the 20th International Symposium on Quality Electronic Design, ISQED 2019. IEEE Computer Society, p. 157-162 6 p. 8697443. (Proceedings - International Symposium on Quality Electronic Design, ISQED; vol. 2019-March).

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

Processing
Energy utilization
Hardware
5 Citations (Scopus)

Energy-Efficient Convolutional Neural Networks with Deterministic Bit-Stream Processing

Faraji, S. R., Hassan Najafi, M., Li, B., Lilja, D. J. & Bazargan, K., May 14 2019, Proceedings of the 2019 Design, Automation and Test in Europe Conference and Exhibition, DATE 2019. Institute of Electrical and Electronics Engineers Inc., p. 1757-1762 6 p. 8714937. (Proceedings of the 2019 Design, Automation and Test in Europe Conference and Exhibition, DATE 2019).

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

Stream Processing
Energy Efficient
Latency
Neural Networks
Neural networks
2018
3 Citations (Scopus)

Kinetic action: Performance analysis of integrated key-value storage devices vs. LevelDB servers

Minglani, M., Diehl, J., Cao, X., Li, B., Park, D., Lilja, D. J. & Du, D. H. C., May 29 2018, Proceedings - 2017 IEEE 23rd International Conference on Parallel and Distributed Systems, ICPADS 2017. IEEE Computer Society, p. 501-510 10 p. (Proceedings of the International Conference on Parallel and Distributed Systems - ICPADS; vol. 2017-December).

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

Servers
Kinetics
Throughput
Benchmarking
Ethernet
3 Citations (Scopus)

Quantized neural networks with new stochastic multipliers

Li, B., Najafi, M. H., Yuan, B. & Lilja, D. J., May 9 2018, 2018 19th International Symposium on Quality Electronic Design, ISQED 2018. IEEE Computer Society, p. 376-382 7 p. (Proceedings - International Symposium on Quality Electronic Design, ISQED; vol. 2018-March).

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

Neural networks
Hardware
Costs
Adders

Tier-Code: An XOR-based raid-6 code with improved write and degraded-mode read performance

Li, B., Yang, M., Mohajer, S., Qian, W. & Lilja, D. J., Oct 30 2018, 2018 IEEE International Conference on Networking, Architecture and Storage, NAS 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 8515729. (2018 IEEE International Conference on Networking, Architecture and Storage, NAS 2018 - Proceedings).

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

Reed-Solomon codes
Software testing
Application specific integrated circuits
Decoding
Hardware
4 Citations (Scopus)

Towards theoretical cost limit of stochastic number generators for stochastic computing

Yang, M., Li, B., Lilja, D. J., Yuan, B. & Qian, W., Aug 7 2018, Proceedings - 2018 IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2018. IEEE Computer Society, p. 154-159 6 p. 8429358. (Proceedings of IEEE Computer Society Annual Symposium on VLSI, ISVLSI; vol. 2018-July).

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

Networks (circuits)
Costs
2017
5 Citations (Scopus)

Neural network classifiers using stochastic computing with a hardware-oriented approximate activation function

Li, B., Qin, Y., Yuan, B. & Lilja, D. J., Nov 22 2017, Proceedings - 35th IEEE International Conference on Computer Design, ICCD 2017. Institute of Electrical and Electronics Engineers Inc., p. 97-104 8 p. 8119196. (Proceedings - 35th IEEE International Conference on Computer Design, ICCD 2017).

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

Classifiers
Chemical activation
Neural networks
Hardware
Pattern recognition
2 Citations (Scopus)

TraceRAR: An I/O Performance Evaluation Tool for Replaying, Analyzing, and Regenerating Traces

Li, B., Toussi, F., Anderson, C., Lilja, D. J. & Du, D. H. C., Sep 6 2017, 2017 IEEE International Conference on Networking, Architecture, and Storage, NAS 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 8026880. (2017 IEEE International Conference on Networking, Architecture, and Storage, NAS 2017 - Proceedings).

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

Trace analysis
Ecosystems
Costs
Linux
2016
2 Citations (Scopus)

Ps-code: A new code for improved degraded mode read and write performance of RAID systems

Li, B., Minglani, M. & Lilja, D. J., Aug 23 2016, 2016 IEEE International Conference on Networking Architecture and Storage, NAS 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 7549415. (2016 IEEE International Conference on Networking Architecture and Storage, NAS 2016 - Proceedings).

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

Computational complexity
Reed-Solomon codes
Fault tolerance
32 Citations (Scopus)

Using stochastic computing to reduce the hardware requirements for a restricted boltzmann machine classifier

Li, B., Najafi, M. H. & Lilja, D. J., Feb 21 2016, FPGA 2016 - Proceedings of the 2016 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays. Association for Computing Machinery, Inc, p. 36-41 6 p. (FPGA 2016 - Proceedings of the 2016 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays).

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

Field programmable gate arrays (FPGA)
Classifiers
Hardware
Neurons
Neural networks
2015
19 Citations (Scopus)

An FPGA implementation of a Restricted Boltzmann Machine classifier using stochastic bit streams

Li, B., Najafi, M. H. & Lilja, D. J., Sep 8 2015, Proceedings of the ASAP 2015 - 2015 IEEE 26th International Conference on Application-Specific Systems, Architectures and Processors. Institute of Electrical and Electronics Engineers Inc., p. 68-69 2 p. 7245709. (Proceedings of the International Conference on Application-Specific Systems, Architectures and Processors; vol. 2015-September).

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

Field programmable gate arrays (FPGA)
Classifiers
Hardware
Neural networks