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  • Qinru Qiu

A General Framework to Map Neural Networks onto Neuromorphic Processor

Fang, H., Shrestha, A., Zhao, Z., Wang, Y. & Qiu, Q., Apr 23 2019, Proceedings of the 20th International Symposium on Quality Electronic Design, ISQED 2019. IEEE Computer Society, p. 20-25 6 p. 8697495. (Proceedings - International Symposium on Quality Electronic Design, ISQED; vol. 2019-March).

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

1 Scopus citations

A Hierarchical Framework of Cloud Resource Allocation and Power Management Using Deep Reinforcement Learning

Liu, N., Li, Z., Xu, J., Xu, Z., Lin, S., Qiu, Q., Tang, J. & Wang, Y., Jul 13 2017, Proceedings - IEEE 37th International Conference on Distributed Computing Systems, ICDCS 2017. Institute of Electrical and Electronics Engineers Inc., p. 372-382 11 p. 7979983

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

56 Scopus citations

A low-computation-complexity, energy-efficient, and high-performance linear program solver using memristor crossbars

Cai, R., Ren, A., Wang, Y., Soundarajan, S., Qiu, Q., Yuan, B. & Bogdan, P., Jul 2 2016, Proceedings - 29th IEEE International System on Chip Conference, SOCC 2016. Bhatia, K., Alioto, M., Zhao, D., Marshall, A. & Sridhar, R. (eds.). IEEE Computer Society, p. 317-322 6 p. 7905500. (International System on Chip Conference; vol. 0).

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

2 Scopus citations

An event-driven neuromorphic system with biologically plausible temporal dynamics

Fang, H., Shrestha, A., Zhao, Z., Li, Y. & Qiu, Q., Nov 2019, 2019 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2019 - Digest of Technical Papers. Institute of Electrical and Electronics Engineers Inc., 8942083. (IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD; vol. 2019-November).

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

AnRAD: A Neuromorphic Anomaly Detection Framework for Massive Concurrent Data Streams

Chen, Q., Luley, R., Wu, Q., Bishop, M., Linderman, R. W. & Qiu, Q., Mar 17 2017, (Accepted/In press) In : IEEE Transactions on Neural Networks and Learning Systems.

Research output: Contribution to journalArticle

9 Scopus citations

Approximating back-propagation for a biologically plausible local learning rule in spiking neural networks

Shrestha, A., Fang, H., Wu, Q. & Qiu, Q., Jul 23 2019, ICONS 2019 - Proceedings of International Conference on Neuromorphic Systems. Association for Computing Machinery, a10. (ACM International Conference Proceeding Series).

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

A simulation framework for fast design space exploration of unmanned air system traffic management policies

Zhao, Z., Luo, C., Zhao, J., Qiu, Q., Gursoy, M. C., Caicedo, C. & Basti, F., Apr 2019, ICNS 2019 - 2019 Integrated Communications, Navigation and Surveillance Conference: Enabling Future Flight through Evolving ICNS Technologies. Institute of Electrical and Electronics Engineers Inc., 8735348. (Integrated Communications, Navigation and Surveillance Conference, ICNS; vol. 2019-April).

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

A spike-based long short-term memory on a neurosynaptic processor

Shrestha, A., Ahmed, K., Wang, Y., Widemann, D. P., Moody, A. T., Van Essen, B. C. & Qiu, Q., Dec 13 2017, 2017 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-November. p. 631-637 7 p.

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

5 Scopus citations

Assisting fuzzy offline handwriting recognition using recurrent belief propagation

Li, Y., Li, Z. & Qiu, Q., Feb 9 2017, 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016. Institute of Electrical and Electronics Engineers Inc., 7850026

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

3 Scopus citations

Autonomous UAV with Learned Trajectory Generation and Control

Li, Y., Li, M., Sanyal, A., Wang, Y. & Qiu, Q., Oct 2019, 2019 IEEE International Workshop on Signal Processing Systems, SiPS 2019. Institute of Electrical and Electronics Engineers Inc., p. 115-120 6 p. 9020508. (IEEE Workshop on Signal Processing Systems, SiPS: Design and Implementation; vol. 2019-October).

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

Autonomous waypoint planning, optimal trajectory generation and nonlinear tracking control for multi-rotor UAVS

Eslamiat, H., Li, Y., Wang, N., Sanyal, A. & Qiu, Q., Jun 1 2019, 2019 18th European Control Conference, ECC 2019. Institute of Electrical and Electronics Engineers Inc., p. 2695-2700 6 p. 8795855. (2019 18th European Control Conference, ECC 2019).

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

Autonomous waypoints planning and trajectory generation for multi-rotor UAVs

Li, Y., Eslamiat, H., Wang, N., Zhao, Z., Sanyal, A. & Qiu, Q., Apr 15 2019, DESTION 2019 - Proceedings of the Workshop on Design Automation for CPS and IoT. Ramachandran, G. S. & Ortiz, J. (eds.). Association for Computing Machinery, Inc, p. 31-40 10 p. (DESTION 2019 - Proceedings of the Workshop on Design Automation for CPS and IoT).

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

Open Access
4 Scopus citations

CIRCNN: Accelerating and compressing deep neural networks using block-circulant weight matrices

Ding, C., Liao, S., Wang, Y., Li, Z., Liu, N., Zhuo, Y., Wang, C., Qian, X., Bai, Y., Yuan, G., Ma, X., Zhang, Y., Tang, J., Qiu, Q., Lin, X. & Yuan, B., Oct 14 2017, MICRO 2017 - 50th Annual IEEE/ACM International Symposium on Microarchitecture Proceedings. IEEE Computer Society, Vol. Part F131207. p. 395-408 14 p.

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

64 Scopus citations

Designing reconfigurable large-scale deep learning systems using stochastic computing

Ren, A., Li, Z., Wang, Y., Qiu, Q. & Yuan, B., Nov 8 2016, 2016 IEEE International Conference on Rebooting Computing, ICRC 2016 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 7738685

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

16 Scopus citations

Distributed and configurable architecture for neuromorphic applications on heterogeneous cluster

Ahmed, K., Qiu, Q. & Tamhankar, M., Nov 28 2016, 2016 IEEE High Performance Extreme Computing Conference, HPEC 2016. Institute of Electrical and Electronics Engineers Inc., 7761598

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

DSCNN: Hardware-oriented optimization for Stochastic Computing based Deep Convolutional Neural Networks

Li, Z., Ren, A., Li, J., Qiu, Q., Wang, Y. & Yuan, B., Nov 22 2016, Proceedings of the 34th IEEE International Conference on Computer Design, ICCD 2016. Institute of Electrical and Electronics Engineers Inc., p. 678-681 4 p. 7753357

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

32 Scopus citations

Effective utilization of CUDA hyper-Q for improved power and performance efficiency

Luley, R. S. & Qiu, Q., Aug 2 2016, Proceedings - 2016 IEEE 30th International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2016. IEEE Computer Society, Vol. 2016-August. p. 1160-1169 10 p. 7529999

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

3 Scopus citations

Efficient cloud resource management using neuromorphic modeling and prediction for virtual machine resource utilization

Li, Z., Ma, X., Li, J., Qiu, Q. & Wang, Y., Jun 2019, 2019 IEEE International Conference on Embedded Software and Systems, ICESS 2019. Institute of Electrical and Electronics Engineers Inc., 8782503. (2019 IEEE International Conference on Embedded Software and Systems, ICESS 2019).

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

Energy-efficient, high-performance, highly-compressed deep neural network design using block-circulant matrices

Liao, S., Li, Z., Lin, X., Qiu, Q., Wang, Y. & Yuan, B., Dec 13 2017, 2017 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-November. p. 458-465 8 p.

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

8 Scopus citations

Enhancing bidirectional association between deep image representations and loosely correlated texts

Chen, Q. & Qiu, Q., Oct 31 2016, 2016 International Joint Conference on Neural Networks, IJCNN 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-October. p. 3164-3171 8 p. 7727603

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

1 Scopus citations

E-RNN: Design optimization for efficient recurrent neural networks in FPGAS

Li, Z., Ding, C., Wang, S., Wen, W., Zhuo, Y., Liu, C., Qiu, Q., Xu, W., Lin, X., Qian, X. & Wang, Y., Mar 26 2019, Proceedings - 25th IEEE International Symposium on High Performance Computer Architecture, HPCA 2019. Institute of Electrical and Electronics Engineers Inc., p. 69-80 12 p. 8675229. (Proceedings - 25th IEEE International Symposium on High Performance Computer Architecture, HPCA 2019).

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

8 Scopus citations

Fast and accurate trajectory tracking for unmanned aerial vehicles based on deep reinforcement learning

Li, Y., Li, H., Li, Z., Fang, H., Sanyal, A. K., Wang, Y. & Qiu, Q., Aug 2019, Proceedings - 2019 IEEE 25th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2019. Institute of Electrical and Electronics Engineers Inc., 8864571. (Proceedings - 2019 IEEE 25th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2019).

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

Guest Editorial: Design and Applications of Neuromorphic Computing System

Li, H. H., Qiu, Q. & Wang, Y., Oct 1 2016, In : IEEE Transactions on Multi-Scale Computing Systems. 2, 4, p. 223-224 2 p., 7792817.

Research output: Contribution to journalEditorial

Hardware-driven nonlinear activation for stochastic computing based deep convolutional neural networks

Li, J., Yuan, Z., Li, Z., Ding, C., Ren, A., Qiu, Q., Draper, J. & Wang, Y., Jun 30 2017, 2017 International Joint Conference on Neural Networks, IJCNN 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-May. p. 1230-1236 7 p. 7965993

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

20 Scopus citations

Normalization and dropout for stochastic computing-based deep convolutional neural networks

Li, J., Yuan, Z., Li, Z., Ren, A., Ding, C., Draper, J., Nazarian, S., Qiu, Q., Yuan, B. & Wang, Y., Jan 1 2017, (Accepted/In press) In : Integration.

Research output: Contribution to journalArticle

2 Scopus citations

Probabilistic inference using stochastic spiking neural networks on a neurosynaptic processor

Ahmed, K., Shrestha, A., Qiu, Q. & Wu, Q., Oct 31 2016, 2016 International Joint Conference on Neural Networks, IJCNN 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-October. p. 4286-4293 8 p. 7727759

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

7 Scopus citations

Real-time anomaly detection for streaming data using burst code on a neurosynaptic processor

Chen, Q. & Qiu, Q., May 11 2017, Proceedings of the 2017 Design, Automation and Test in Europe, DATE 2017. Institute of Electrical and Electronics Engineers Inc., p. 205-207 3 p. 7926983

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

3 Scopus citations

Reinforcement learning with analogue memristor arrays

Wang, Z., Li, C., Song, W., Rao, M., Belkin, D., Li, Y., Yan, P., Jiang, H., Lin, P., Hu, M., Strachan, J. P., Ge, N., Barnell, M., Wu, Q., Barto, A. G., Qiu, Q., Williams, R. S., Xia, Q. & Yang, J. J., Mar 1 2019, In : Nature Electronics. 2, 3, p. 115-124 10 p.

Research output: Contribution to journalArticle

34 Scopus citations

SC-DCNN: Highly-scalable deep convolutional neural network using stochastic computing

Ren, A., Li, Z., Ding, C., Qiu, Q., Wang, Y., Li, J., Qian, X. & Yuan, B., Apr 4 2017, ASPLOS 2017 - 22nd International Conference on Architectural Support for Programming Languages and Operating Systems. Association for Computing Machinery, Vol. Part F127193. p. 405-418 14 p.

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

47 Scopus citations

SC-DCNN: Highly-scalable deep convolutional neural network using stochastic computing

Ren, A., Li, Z., Ding, C., Qiu, Q., Wang, Y., Li, J., Qian, X. & Yuan, B., Apr 4 2017, In : ACM SIGPLAN Notices. 52, 4, p. 405-418 14 p.

Research output: Contribution to journalArticle

11 Scopus citations

Simulation of Bayesian learning and inference on distributed stochastic spiking neural networks

Ahmed, K., Shrestha, A. & Qiu, Q., Oct 31 2016, 2016 International Joint Conference on Neural Networks, IJCNN 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-October. p. 1044-1051 8 p. 7727313

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

3 Scopus citations

Simulation of Real-time Routing for UAS traffic Management with Communication and Airspace Safety Considerations

Jin, Z., Zhao, Z., Luo, C., Basti, F., Solomon, A., Gursoy, M. C., Caicedo, C. & Qiu, Q., Sep 2019, DASC 2019 - 38th Digital Avionics Systems Conference, Proceedings. Institute of Electrical and Electronics Engineers Inc., 9081675. (AIAA/IEEE Digital Avionics Systems Conference - Proceedings; vol. 2019-September).

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

Softmax regression design for stochastic computing based deep convolutional neural networks

Yuan, Z., Li, J., Li, Z., Ding, C., Ren, A., Yuan, B., Qiu, Q., Draper, J. & Wang, Y., May 10 2017, GLSVLSI 2017 - Proceedings of the Great Lakes Symposium on VLSI 2017. Association for Computing Machinery, Vol. Part F127756. p. 467-470 4 p.

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

10 Scopus citations

Stable spike-timing dependent plasticity rule for multilayer unsupervised and supervised learning

Shrestha, A., Ahmed, K., Wang, Y. & Qiu, Q., Jun 30 2017, 2017 International Joint Conference on Neural Networks, IJCNN 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-May. p. 1999-2006 8 p. 7966096

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

8 Scopus citations

Structural design optimization for deep convolutional neural networks using stochastic computing

Li, Z., Ren, A., Li, J., Qiu, Q., Yuan, B., Draper, J. & Wang, Y., May 11 2017, Proceedings of the 2017 Design, Automation and Test in Europe, DATE 2017. Institute of Electrical and Electronics Engineers Inc., p. 250-253 4 p. 7926991

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

15 Scopus citations

System design for in-hardware STDP learning and spiking based probablistic inference

Ahmed, K., Shrestha, A., Wang, Y. & Qiu, Q., Sep 2 2016, Proceedings - IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2016. IEEE Computer Society, Vol. 2016-September. p. 272-277 6 p. 7560209

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

2 Scopus citations

Temporal and spatial routing for large scale safe and connected UAS traffic management in urban areas

Zhao, Z., Jin, Z., Luo, C., Fang, H., Basti, F., Cenk Gursoy, M., Caicedo, C. & Qiu, Q., Aug 2019, Proceedings - 2019 IEEE 25th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2019. Institute of Electrical and Electronics Engineers Inc., 8864561. (Proceedings - 2019 IEEE 25th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2019).

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

Towards acceleration of deep convolutional neural networks using stochastic computing

Li, J., Ren, A., Li, Z., Ding, C., Yuan, B., Qiu, Q. & Wang, Y., Feb 16 2017, 2017 22nd Asia and South Pacific Design Automation Conference, ASP-DAC 2017. Institute of Electrical and Electronics Engineers Inc., p. 115-120 6 p. 7858306

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

24 Scopus citations

Towards memristor based accelerator for sparse matrix vector multiplication

Cui, J. & Qiu, Q., Jul 29 2016, ISCAS 2016 - IEEE International Symposium on Circuits and Systems. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-July. p. 121-124 4 p. 7527185

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

12 Scopus citations

Towards parallel implementation of associative inference for cogent confabulation

Li, Z., Qiu, Q. & Tamhankar, M., Nov 28 2016, 2016 IEEE High Performance Extreme Computing Conference, HPEC 2016. Institute of Electrical and Electronics Engineers Inc., 7761623

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

2 Scopus citations