劉鐸，男，重慶大學“百人計畫”教授，博士生導師，香港理工大學博士。入選重慶市高層次引進人才、重慶市第八批高校中青年骨幹教師、重慶市學術技術帶頭人後備人選、重慶市第五屆青聯委員。擔任科技部“十三五”E級計算機重點研發計畫會評專家、中國計算機學會高級會員、中國計算機學會青年計算機科技論壇（CCF YOCSEF重慶）主席（2016-2018年度）、青工委委員、信息存儲技術專委會委員、嵌入式系統專委會委員；重慶市“智慧型江北”專家庫成員、重慶市雲計算與大數據協會專家顧問委員會委員。曾獲重慶市科技進步三等獎一項（排名第一），重慶大學先進工作者。承擔過國家863計畫、國家自然科學基金、華為未來終端OS存儲體系結構研究項目等近20項。先後在領域內國際頂級期刊和會議上發表學術論文90餘篇，在DAC、ASP-DAC、FCST、NVMSA等國際會議獲得最佳論文或最佳論文提名，谷歌學術引用1342次，H-index指數22。申請發明專利20餘項，已授權4項。
基本介紹
- 中文名：劉鐸
- 畢業院校：香港理工大學
- 學位/學歷：博士
- 專業方向：計算機系統結構、大數據處理與智慧型存儲系統等
- 任職院校：重慶大學
研究方向,社會兼職,學術成果,期刊論文,會議論文,發明專利,專著,科研項目,
研究方向
計算機系統結構、大數據處理與智慧型存儲系統、新型計算架構與智慧型分散式系統、嵌入式系統、物聯網系統與邊緣計算
社會兼職
目前為多個國際學術會議和期刊服務，其中包括擔任《Journal of Systems Architecture》期刊編委（Associate Editor），Elsevier《Sustainable Computing》期刊特刊編委，以及DAC、ICPP、ASP-DAC、RTCSA、GLSVLSI、ISQED、IEEE GreenCom等40餘個國際會議及SCI國際期刊審稿人。
學術成果
期刊論文
1.Duo Liu*,Chaoshu Yang,Shiming Li,Xianzhang Chen,Jinting Ren,Renping Liu,Moming Duan,Yujuan Tan,Liang Liang. FitCNN: A cloud-assisted and low-cost framework for updating CNNs on IoT devices[J].Future Generation Computer Systems, 2019, 91: 277-289.
2.Duo Liu*,Xingni Li, Huang, Po-Chun, Yi Gu, Yingjian Ling, Kan Zhong, Renping Liu, Xianzhang Chen, Liang Liang. Downsizing without Downgrading: Approximated Dynamic Time Warping on Non-volatile Memories.IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2018.
3.Duo Liu*,Chaoneng Xiang,Shiming Li,Jinting Ren,Renping Liu,Liang Liang,Yong Guan,Xianzhang Chen. HiNextApp: A context-aware and adaptive framework for app prediction in mobile systems [J].Sustainable Computing: Informatics and Systems, 2018.
4. Yu Wu, Juan Yang, Renping Liu, Jinting Ren, Xianzhang Chen, Liang Shi,Duo Liu*. Survey on Approximate Storage Techniques.Journal of Computer Research and Development, 2018, 55(9): 2002-2015.
5.Duo Liu*and Kan Zhong. NVRAM-Assisted Optimization Techniques for Flash Memory Management in Embedded Sensor Nodes. InSmart Sensors and Systems：Innovations for Medical, Environmental, and IoT Application, Springer, 2016. (DOI: 10.1007/978-3-319-33201-7)
6. Kan Zhong,Duo Liu, Linbo Long, Jinting Ren, Yang Li, and Edwin Sha. Building NVRAM-aware Swapping through Code Migration in Mobile Devices. Accepted inIEEE Transactions on Parallel and Distributed Systems (TPDS), 2017.
7.Duo Liu, Kan Zhong, Xiao Zhu, Yang Li, Linbo Long, and Zili Shao. Non-volatile Memory based Page Swapping for Building High-Performance Mobile Devices. Accepted inIEEE Transactions on Computers, 2017.
8.Duo Liu*, Kan Zhong, TianzhengWang, YiWang, Zili Shao, EdwinH.-M. Sha, and Jingling Xue. Durable Address Translation inPCM-based Flash Storage Systems.IEEE Transactions on Parallel and Distributed Systems (TPDS), 28(2): 475-490, Feb. 2017.
9. Xiao Zhu,Duo Liu*, Liang Liang, Kan Zhong, Linbo Long, Meikang Qiu, Zili Shao, and Edwin Sha. Revisiting Swapping in Mobile Systems with SwapBench.Future Generation Computer Systems, Vol. 74, PP. 265-275, September 2017.
10. Kan Zhong,Duo Liu*, Liang Liang, Xiao Zhu, Linbo Long, Yi Wang, and Edwin Sha. Energy-Efficient In-memory Paging for Smartphones.IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 35(10): 1577 - 1590, Oct. 2016.
11. Linbo Long,Duo Liu*, Liang Liang, Xiao Zhu, Kan Zhong, Zili Shao, and Edwin H.-M. Sha. Morphable Resistive Memory Optimization for Mobile Virtualization.IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 35(6): 891-904, June 2016.
12. Linbo Long,Duo Liu*, Jingtong Hu, Qingfeng Zhuge, and Edwin Sha. A Space Allocation and Reuse Strategy for PCM-based Embedded Systems.Journal of Systems Architecture (JSA), Vol. 60, Issue 8, pp. 655–667, Sep. 2014.
13.Duo Liu*, Tianzheng Wang, Yi Wang, Zili Shao, Qingfeng Zhuge, and Edwin Sha. Application-Specific Wear Leveling for Extending Lifetime of Phase Change Memory in Embedded Systems.IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), Vol. 33, Issue.10, pp. 1450 - 1462 , Oct. 2014.
14. Tianzheng Wang,Duo Liu*, Yi Wang, and Zili Shao. Towards Write-Activity-Aware Page Table Management for Non-volatile Main Memories.ACM Transactions on Embedded Computing Systems (TECS), Vol. 14, Issue2, Article 34, Mar. 2015.
15. Liang Shi, Kaijie Wu, Mengying Zhao, Chun Jason Xue,Duo Liu, and Edwin H.-M. Sha. Retention Trimming for Lifetime Improvement of Flash Memory Storage Systems.IEEE Transactions on COMPUTER-AIDED DESIGN of Integrated Circuits and Systems (TCAD), 35(1): 58-71, 2016.
16. Jian Li, Qingfeng Zhuge,Duo Liu, Huizhang Luo, and Edwin H-M Sha. A Content-Aware Writing Mechanism for Reducing Energy on Non-Volatile Memory based Embedded Storage Systems.Design Automation for Embedded Systems (DAEM), 2014.
17. Renhai Chen, Zhiwei Qin, Yi Wang,Duo Liu, Zili Shao and Yong Guan. On-Demand Block-Level Address Mapping in Large-Scale NAND Flash Storage Systems. Accepted inIEEE Transactions on Computers (TC), 2014.
18.Duo Liu, Yi Wang, Zili Shao, Minyi Guo, and Jingling Xue. Optimally Maximizing Iteration-Level Loop Parallelism.IEEE Transactions on Parallel and Distributed Systems (TPDS), 23(3), pp. 564-572, 2012.
19.Duo Liu, Yi Wang, Zhiwei Qin, Zili Shao, and Yong Guan. A Space Reuse Strategy for Flash Translation Layers in SLC NAND Flash Memory Storage Systems.IEEE Transactions on Very Large Scale Integration Systems (TVLSI), 20(3), pp.1094-1107, 2011.
20.Duo Liu, Zheng Chen, Bei Hua, Nenghai Yu, and Xinan Tang. High-performance Packet Classification Algorithm for Multithreaded IXP Network Processor.ACM Transactions on Embedded Computing Systems (TECS), 7(2), article 16, 2008.（中國大陸機構在該期刊歷史上的第一篇論文）
21.Duo Liu, Bei Hua, Xianghui Hu, and Xinan Tang. CompactRFC: A Space-efficient RFC Implementation on Network Processor.Journal of Chinese Computer Systems, 28(3), 2007.
22. Yunjiao Peng, Qingfeng Zhuge*,Duo Liu, Jian Li, and Edwin H.-M. Sha. A Partition-based Mechanism for Reducing Energy in Phase Change Memory. Accepted inJournal of Computers (JCP), Vol 9, No 8 (2014), 1934-1945, Aug. 2014.
23. Yi Wang*, Zili Shao, Henry C.B.Chan,Duo Liu, and Yong Guan. Memory-Aware Task Scheduling with Communication Overhead Minimization for Streaming Applications on Bus-Based Multiprocessor System-on-Chips.IEEE Transactions on Parallel and Distributed Systems (TPDS), Vol. 25, No. 7, pp. 1797-1807, July 2014.
24. Yi Wang,Duo Liu, Zhiwei Qin, and Zili Shao. Optimally Removing Inter-Core Communication Overhead for Streaming Applications on MPSoCs.IEEE Transactions on Computers (TC), 62( 2), pp. 336-350, 2013.
25. Yi Wang, Zhiping Jia, Renhai Chen, Meng Wang,Duo Liu, and Zili Shao. Loop Scheduling with Memory Access Reduction Subject to Register Constraints for DSP Applications. Accepted inSoftware: Practice and Experience (SPE ’13), 2013.
26. Yi Wang, H. Liu,Duo Liu, Zhiwei Qin, Zili Shao, and Edwin H.-M. Sha. Overhead-Aware Energy Optimization for Real-Time Streaming Applications on Multiprocessor System-on-Chip.ACM Transactions on Design Automation of Electronic Systems (TODAES),16(2), Mar. 2011.
27. Miao Liu,Duo Liu, Yi Wang, M. Wang, and Zili Shao. On Improving Real-Time Interrupt Latencies of Hybrid Operating Systems with Two-Level Hardware Interrupts.IEEE Transactions on Computers (TC), 60(7), pp. 978-991, Jul. 2011.
28. Meng Wang, Yi Wang,Duo Liu, Zhiwei Qin, and Zili Shao. Compiler-Assisted Leakage-Aware Loop Scheduling for Embedded VLIW DSP Processors.Journal of Systems & Software (JSS), 83(5), pp. 772-785, May 2010.
會議論文
1. Li M, Liu W, Yang L,Duo Let al. Routing in optical network-on-chip: minimizing contention with guaranteed thermal reliability[C]//Proceedings of the 24th Asia and South Pacific Design Automation Conference. ACM, 2019: 364-369.
2. Yingjian Ling, Kan Zhong, Yunsong Wu,Duo Liu*, Jinting Ren, Renping Liu, Moming Duan, Weichen Liu, Liang Liang. TaiJiNet: Towards Partial Binarized Convolutional Neural Network for Embedded Systems. In2018 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)(pp. 136-141). IEEE.
3. Yue Xu,Duo Liu*.Puppet: Energy Efficient Task Mapping For Storage-less and Converter-less Solar-Powered Non-volatile Sensor Nodes.2018 IEEE International Conference on Computer Design (ICCD 2018).
4. Mingcong Song, Kan Zhong, Jiaqi Zhang, Yang Hu,Duo Liu, Weigong Zhang, Jing Wang, Tao Li. In-Situ AI: Towards Autonomous and Incremental Deep Learning for IoT Systems.2018 IEEE International Symposium on High Performance Computer Architecture (HPCA).IEEE Computer Society.
5. Lei Han, Zhaoyan Shen,Duo Liu, Zili Shao, H. Howie Huang, Tao Li. A Novel ReRAM-Based Processing-in-Memory Architecture for Graph Traversal.ACM Transactions on Storage, 2018, 14(1):1-26.
6. Congming Gao, Yejia Di, Aosong Deng,Duo Liu, Cheng Ji, Chun Jason Xue, Liang Shi. F2FS Aware Mapping Cache Design on Solid State Drives. In Proceedings of2017 IEEE 6th Non-Volatile Memory Systems and Applications Symposium (NVMSA 2018): 31-36.
7. Shiming Li,Duo Liu*, Chaoneng Xiang, Jianfeng Liu, Yingjian Ling, Tianjun Liao, and Liang Liang. FitCNN: A Cloud-Assisted Lightweight Convolutional Neural Network Framework for Mobile Devices. In the Proceedings ofthe 23rd IEEE International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA ’17), Hsinchu, Taiwan, August 16-18, 2017.
8. Xingni Li, Yi Gu, Po-Chun Huang,Duo Liu*, and Liang Liang. Downsampling of Time-series Data for Approximated Dynamic Time Warping on Nonvolatile Memories. In Proceedings ofthe 6th IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA ’17), Hsinchu, Taiwan, August 16-18, 2017.
9. Chaoneng Xiang,Duo Liu*, Shiming Li, Xiao Zhu, Yang Li, Jinting Ren, and Liang Liang. HiNextApp: A Context-Aware and Adaptive Framework for App Prediction in Mobile Systems. In Proceedings ofthe 14th IEEE International Conference On Embedded Software and Systems, Sydney, Australia, August 1-4, 2017.
10. Xiao Zhu,Duo Liu*, Kan Zhong, Jinting Ren, and Tao Li. SmartSwap: High-Performance and User Experience Friendly Swapping in Mobile Systems. In Proceedings ofDesign Automation Conference (DAC '17), Austin, TX, June 18-22, 2017.
11. Yi Lin, Po-Chun Huang,Duo Liu*, and Liang Liang. Scalable Frequent-Pattern Mining on Nonvolatile Memories. In Proceedings ofthe 22nd Asia and South Pacific Design Automation Conference (ASP-DAC ’17), Chiba/Tokyo, Japan, Jan.16-19, 2017.
12. Yi Lin, Po-Chun Huang,Duo Liu*, Xiao Zhu, and Liang Liang. Making In-Memory Frequent Pattern Mining Durable and Energy Efficient. In Proceedings ofInternational Conference on Parallel Processing (ICPP ’16), Philadelphia, USA, Aug. 16-19, 2016.
13. Kan Zhong,Duo Liu*, Liang Liang, Linbo Long, Yi Lin, and Zili Shao. FLIC: Fast, Lightweight Checkpointing for Mobile Virtualization using NVRAM. In Proceedings ofthe Design, Automation & Test in Europe Conference & Exhibition (DATE ’16), Dresden, Germany, Mar. 14-18, 2016.
14. Linbo Long,Duo Liu*, Liang Liang, Kan Zhong, Xiao Zhu and Edwin Sha. Mixer: Software Enabled Wear Leveling for Morphable PCM in Embedded Systems. In Proceedings ofthe 4th IEEE Non-Volatile Memory System and Applications Symposium (NVMSA ’15), Hong Kong, Aug. 19-21, 2015.
15. Xiao Zhu,Duo Liu*, Liang Liang, Kan Zhong, Meikang Qiu, and Edwin H.-M. Sha. SwapBench: The Easy Way to Demystify Swapping in Mobile Systems. In Proceedings ofthe IEEE 17th International Conference on High Performance Computing and Communications (HPCC ’15), New York, USA, Aug. 24-26, 2015.
16. Dan Zhang,Duo Liu*, Liang Liang, Lei Yao, Kan Zhong, and Zili Shao. NV-CFS: NVRAM-Assisted Scheduling Optimization for Virtualized Mobile Systems. In Proceedings ofthe IEEE 17th International Conference on High Performance Computing and Communications (HPCC ’15), New York, USA, Aug. 24-26, 2015.
17. Lei Yao,Duo Liu*, Kan Zhong, Linbo Long, and Zili Shao. TLC-FTL: Workload-Aware Flash Translation Layer for TLC/SLC Dual-Mode Flash Memory in Embedded Systems. In Proceedings ofthe IEEE 17th International Conference on High Performance Computing and Communications (HPCC ’15), New York, USA, Aug. 24-26, 2015.
18. Lei Yang, Weichen Liu, Weiwen Jiang, Wei Zhang, Mengquan Li, Juan Yi,Duo Liu, and Edwin H.-M. Sha. Traffic-Aware Application Mapping for Network-on-Chip based Multiprocessor System-on-Chip. In Proceedings ofthe IEEE 17th International Conference on High Performance Computing and Communications (HPCC ’15), New York, USA, Aug. 24-26, 2015.
19. Liang Liang, Gang Feng, Wen Wang, Yujian Jia, andDuo Liu. A Hierarchical Resource Allocation Game for Heterogeneous Networks with Relays. In Proceedings ofthe IEEE 17th International Conference on High Performance Computing and Communications (HPCC ’15), New York, USA, Aug. 24-26, 2015.
20. Min Huang, Yi Wang, Liyan Qiao,Duo Liu, and Zili Shao. SmartBackup: An Efficient and Reliable Backup Strategy for Solid State Drives with Backup Capacitors. In Proceedings ofthe IEEE 17th International Conference on High Performance Computing and Communications (HPCC ’15), New York, USA, Aug. 24-26, 2015.
21. Xiaohao Lin, Weichen Liu, Chunming Xiao, Jie Dai, Xianlu Luo, Dan Zhang,Duo Liu, Kaijie Wu, Qingfeng Zhuge, and Edwin H.-M. Sha. Realistic Task Parallelization of the H.264 Decoding Algorithm for Multiprocessors. In Proceedings ofthe IEEE 17th International Conference on High Performance Computing and Communications (HPCC ’15),New York, USA, Aug. 24-26, 2015.
22. Renhai Chen, Yi Wang, Jingtong Hu,Duo Liu, Zili Shao, and Yong Guan. Virtual Machine Image Content Aware I/O Optimization for Mobile Virtualization. In Proceedings ofthe IEEE 12th International Conference on Embedded Software and Systems (ICESS ’15), New York, USA, Aug. 24-26, 2015.
23. Xianlu Luo,Duo Liu*, Liang Liang, Yang Li, Kan Zhong and Linbo Long. MobiLock: An Energy-aware Encryption Mechanism for NVRAM-based Mobile Devices. In Proceedings ofthe 4th IEEE Non-Volatile Memory System and Applications Symposium (NVMSA ’15), Hong Kong, Aug. 19-21, 2015.
24. Kan Zhong,Duo Liu*, Linbo Long, Xiao Zhu, Weichen Liu, Qingfeng Zhuge, and Edwin Sha. nCode: Limiting Harmful Writes to Emerging Mobile NVRAM through Code Swapping. In Proceedings ofthe 18th Design Automation & Test in Europe Conference (DATE ’15), March 9-13, Grenoble, France, 2015.
25. Linbo Long,Duo Liu*, Xiao Zhu, Kan Zhong, Zili Shao, and Edwin Sha. Balloonfish: Utilizing Morphable Resistive Memory in Mobile Virtualization. In Proceedings ofthe 20th Asia and South Pacific Design Automation Conference (ASP-DAC ’15), Chiba/Tokyo, Japan, Jan. 19-22, 2015.
26. Renhai Chen, Yi Wang, Jingtong Hu,Duo Liu, Zili Shao, and Yong Guan. Unified Non-Volatile Memory and NAND Flash Memory Architecture in Smartphones. In Proceedings ofthe 20th Asia and South Pacific Design Automation Conference (ASP-DAC ’15), Chiba/Tokyo, Japan, Jan. 19-22, 2015.
27. Kan Zhong, Tianzheng Wang, Xiao Zhu, Linbo Long,Duo Liu*, Weichen Liu, Zili Shao, and Edwin Sha. Building High-Performance Smartphones via Non-Volatile Memory: The Swap Approach. In Proceedings ofInternational Conference on Embedded Software (EMSOFT ’14), New Delhi, India, Oct 12-17, 2014.
28. Kan Zhong, Xiao Zhu, Tianzheng Wang, Dan Zhang, Xianlu Luo,Duo Liu*, Weichen Liu, and Edwin Sha. DR. Swap: Energy-Efficient Paging for Smartphones. In Proceedings ofthe 20th ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED ’14), La Jolla, CA, 2014.
29. Lei Yang, Weichen Liu, Weiwen Jiang, Juan Yi,Duo Liu, and Qingfeng Zhuge. Contention-Aware Task and Communication Co-Scheduling for Network-on-Chip based Multiprocessor System-on-Chip. In Proceedings ofthe 20th IEEE International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA ’14), Chongqing, China, Aug20-22, 2014.
30. Xianlu Luo,Duo Liu*, Kan Zhong, Dan Zhang, Yi Lin, Jie Dai, and Weichen Liu. Enhancing Lifetime of NVM-based Main Memory withBit Shifting and Flipping. In Proceedings ofInternational Workshop on Embedded Multi-core Systems and Applications (IWMSA ’14), Chongqing, China, Aug20-22, 2014.
31. Juan Yi, Weichen Liu, Weiwen Jiang, Mingwen Qin, Lei Yang,Duo Liu, ChunmingXiao, Luelue Du, and Edwin H. M. Sha. An Improved Thermal Model for StaticOptimization of Application Mapping and Scheduling in MultiprocessorSystem-on-Chip. In Proceedings ofthe IEEE Computer Society Annual Symposium on VLSI (ISVLSI ’14), 2014.
32. Chi Zhang*, Yi Wang, Tianzheng Wang, Renhai Chen,Duo Liu, and Zili Shao. Deterministic Crash Recovery for NAND Flash based Storage Systems. In Proceedings ofthe 51st IEEE/ACM Design Automation Conference (DAC ’14), San Francisco, CA, USA, June 1-5, 2014.
33. Yi Wang, Tianzheng Wang,Duo Liu*, Zili Shao, JinglingXue, and Edwin Sha. Block Device Interface for Unified Storage Memory. In5th Annual Non-Volatile Memories Workshop2014 (NVMW ’14), San Diego, CA, USA, March 9-11, 2014.
34.Duo Liu*, Tianzheng Wang, Yi Wang, Zili Shao. Qingfeng Zhuge, and Edwin Sha. Curling-PCM: Application-Specific Wear Leveling for Phase Change Memory based Embedded Systems. In Proceedings of18th Asia and South Pacific Design Automation Conference (ASP-DAC ’13),Yokohama, Japan, Jan. 2013.
35. Tianzheng Wang,Duo Liu*, Yi Wang and Zili Shao. FTL^2: A Hybrid Flash Translation Layer with Logging for Write Reduction in Flash Memory. In Proceedings of14th ACMSIGPLAN/SIGBED 2013 Conference on Languages, Compilers, Tools and Theory for Embedded Systems (LCTES '13), Seattle, Washington, June 20-21, 2013.
36. Linbo Long,Duo Liu, Jingtong Hu, Shouzhen Gu, Qingfeng Zhuge and Edwin Sha. A Space-Based Wear Leveling for PCM-Based Embedded Systems. In Proceedings ofthe 19th IEEE International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA '13), Taipei, Taiwan, Aug. 19-21, 2013.
37.Duo Liu*, Tianzheng Wang, Yi Wang, Zhiwei Qin, and Zili Shao. A Block-Level Flash Memory Management Scheme for Reducing Write Activities in PCM-based Embedded Systems. In Proceedings of15th Design, Automation and Test in Europe (DATE ’12), Dresden, Germany, Mar. 2012.
38.Duo Liu*, Tianzheng Wang, Yi Wang, Zhiwei Qin, and Zili Shao. PCM-FTL: A Write-Activity-Aware NAND Flash Memory Management Scheme for PCM-based Embedded Systems. In Proceedings of32nd IEEE Real-Time Systems Symposium (RTSS ’11), Vienna, Austria, Nov. 2011.
39.Duo Liu*, Zili Shao, Meng Wang, Minyi Guo, and Jingling Xue. Optimal Loop Parallelization for Maximizing Iteration-Level Parallelism. In Proceedings ofInternational Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES ’09), Grenoble, France, Oct. 2009.
40.Duo Liu*, Bei Hua, Xianghui Hu, and Xinan Tang. High-performance Packet Classification Algorithm for Many-core and Multithreaded Network Processor. In Proceedings ofSixth IEEE International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES ’06), Seoul, Korea, Oct. 2006. (最佳論文提名，中國大陸機構在該會歷史上的第一篇論文).
41. Qunyan Sun, Jingtong Hu, Qingfeng Zhuge,Duo Liu, and Edwin H.-M. Sha. Efficient Grouping-Based Mapping and Scheduling on Heterogeneous Cluster Architectures for Large-Scale Applications. In Proceedings of7th International Conference on Frontier of Computer Science and Technology (FCST’12), Suzhou, China, Nov. 2012.（最佳論文獎）
42. Li Wang, Jing Liu, Jingtong Hu, Qingfeng Zhuge,Duo Liuand Edwin H.-M. Sha. Efficient Task Assignment on Heterogeneous Multicore Systems Considering Communication Overhead. In Proceedings of12th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP ’12), Fukuoka, Japan, pp. 171–185, Sep. 2012.
43. Zhiwei Qin, Yi Wang,Duo Liu, and Zili Shao. Real-Time Flash Translation Layer for NAND Flash Memory Storage Systems. In Proceedings of18th IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS ’12), Beijing, China, Apr. 2012.
44. Tianzheng Wang,Duo Liu, Zili Shao, and ChengmoYang. Write-Activity-Aware Page Table Management for PCM-based Embedded Systems. In Proceedings of17th Asia and South Pacific Design Automation Conference (ASP-DAC ’12), Sydney, Australia, Jan. 2012.
45. Zhiwei Qin, Yi Wang,Duo Liu, Zili Shao, and Yong Guan. MNFTL: An Efficient Flash Translation Layer for MLC NAND Flash Memory Storage Systems.IEEE/ACM Design Automation Conference (DAC ’11), San Diego, CA, USA, Jun. 2011.
46. Zhiwei Qin, Yi Wang,Duo Liu, and Zili Shao. A Two-Level Caching Mechanism for Demand-Based Page-Level Address Mapping in NAND Flash Memory Storage Systems. In Proceedings of17th IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS’11), Chicago, IL, USA, Apr.2011.
47. Yi Wang,Duo Liu, Zhiwei Qin, and Zili Shao. An Endurance-Enhanced Flash Translation Layer via Reuse for NAND Flash Memory Storage Systems. In Proceedings of14th Design, Automation and Test in Europe (DATE ’11), Grenoble, France, Mar. 2011,.
48. Yi Wang,Duo Liu, Zhiwei Qin, and Zili Shao. Memory-Aware Optimal Scheduling with Communication Overhead Minimization for Streaming Applications on Chip Multiprocessor. In Proceedings of31st IEEE Real-Time Systems Symposium (RTSS ’10),San Diego, CA, USA, Nov. 2010.
49. Zhiwei Qin, Yi Wang,Duo Liu, and Zili Shao. Demand-Based Block-Level Address Mapping in Large-Scale NAND Flash Storage Systems. In Proceedings ofACM International Conference on Hardware-Software Co-design and System Synthesis (CODES+ISSS ’10), Scottsdale, Arizona, Oct. 2010.
50. Yi Wang,Duo Liu, Meng Wang, Zhiwei Qin, and Zili Shao. Optimal Task Scheduling by Removing Inter-core Communication Overhead for Streaming Applications on MPSoC. In Proceedings ofthe 16th IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS ’10), Stockholm, Sweden, Apr. 2010.
51. Yi Wang,Duo Liu, Meng Wang, Zhiwei Qin, and Zili Shao, and Yong Guan. RNFTL: A Reuse-Aware NAND Flash Translation Layer for Flash Memory. In Proceedings ofthe ACM SIGPLAN/SIGBED Conference on Languages, Compilers and Tools for Embedded Systems (LCTES ’10), Stockholm, Sweden, Apr. 2010.
52. Meng Wang,Duo Liu, Yi Wang, and Zili Shao.Loop Scheduling with Memory Access Reduction under Register Constraints for DSP Applications. In Proceedings ofthe 2009 IEEE Workshop on Signal Processing (SiPS ’09), Tampere, Finland, Oct. 2009.
53. Meng Wang, Yi Wang,Duo Liu, and Zili Shao. Improving the Reliability of Embedded Systems with Cache and SPM. In Proceedings ofthe 2009 IEEE International Symposium on Trust, Security and Privacy for Pervasive Applications (TSP ’09), Macau SAR, China, Oct. 2009.
發明專利
1. 一種存儲器交換分區損耗的均衡方法。專利號：ZL201410527352.2。
2. 一種基於空間分配的非易失存儲器磨損均衡方法。專利號：ZL201510381825.7。
3. 在異構資源系統上避免死鎖的快速任務分配方法。專利號：ZL201310115339.1。
4. 一種快速回響的相變存儲器損耗均衡方法。專利號：ZL201210568914.9。
5. 一種基於非易失性存儲器的頻繁模式挖掘方法。專利申請號：201710027657.0。
6. 一種用於移動設備中作業系統記憶體分配流暢度的量化方法。專利申請號：201710321441.5。
8. 減小移動設備端神經網路模型更新的傳輸消耗的方法。專利申請號：201710669163.2。
9. 一種用於移動系統中上下文感知與自適應的套用預測方法。專利申請號：201710654323.6。
10. 一種適用於非易失性存儲器時序數據壓縮的量化方法。專利申請號：201710689473.0。
11. 一種基於記憶體的頻繁模式挖掘方法。專利申請號：201610662641.2。
12. 一種快速回響的虛擬機檢查點保存方法。專利申請號：201610135917.1。
13. 一種基於移動虛擬化系統的非易失性存儲器調度最佳化方法。專利申請號：201510572270.4。
14. 一種基於軟體編譯層的可變電阻式存儲器磨損均衡方法。專利申請號：201510569734.6。
15. 一種計算機存儲器的加密方法和解密方法。專利申請號：201510579516.0。
16. 一種相變存儲器的損耗均衡方法。專利申請號：201210569556.3。
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專著
1. Duo Liu* and Kan Zhong. NVRAM-Assisted Optimization Techniques for Flash Memory Management in Embedded Sensor Nodes. In Smart Sensors and Systems：Innovations for Medical, Environmental, and IoT Application, Springer, 2016. (DOI: 10.1007/978-3-319-33201-7)
科研項目
2. 橫向科研項目自然科學類項目，項目負責人，“未來終端OS存儲系統研究”，項目編號H20180528，2018.7.4-2019.7.04
3. 橫向科研項目自然科學類項目，項目負責人，“集群運維、健康管理軟體”，2018.8.01-2019.11.01
4. 重慶市基礎與前沿研究計畫項目，項目負責人，移動智慧型終端虛擬化環境下的存儲管理與最佳化關鍵技術研究，項目編號cstc2016jcyjA0332，2016.07.01-2019.06.30
5. 華為技術有限公司合作項目，項目負責人，智慧型手機記憶體與存儲系統軟體可靠性研究，項目編號YB2014120095，2015.03.12-2016.01.01
6. 教育部高等學校博士學科點專項科研基金，項目負責人，基於相變存儲器異構主存的嵌入式系統最佳化關鍵技術研究，項目編號20130191120030，2014.01.01-2016.12.31
7. 國家自然科學基金青年基金，項目負責人，嵌入式系統中基於PCM/DRAM混合型記憶體的能耗和耐久性最佳化技術研究，項目編號61309004，2014.01.01-2016.12.31
8. 重慶市基礎與前沿研究計畫項目，項目負責人，面向嵌入式系統的PCM/DRAM混合型記憶體最佳化技術研究，項目編號cstc2013jcyjA40025，2013.08.30-2016.06.30
9. 國家自然科學基金面上基金項目，項目主研人，基於非易失性記憶體的新型體系結構的系統最佳化關鍵技術，項目編號61472052，2015.01.01-2018.12.31
10. 科技部國家高技術研究發展計畫(863計畫)，項目主研人，面向大數據套用的新型記憶體計算系統軟體及關鍵技術，項目編號：2015AA015304，2015.01.01-2017.12.01
11. 重慶市基礎與前沿研究計畫項目，項目主研人，基於大數據備份的數據去重技術研究，項目編號cstc2016jcyjA0274，2016.07.01-2019.06.30
12. 重慶市套用開發計畫重點項目，面向新疆地區安全需求的電梯安全綜合管理系統，項目主研人，項目編號cstc2014yykfB0219，2014.09.10-2017.10.01
13. 科技部國家高技術研究發展計畫(863計畫)，項目主研人（子課題負責人），基於新型非易失性存儲器的“統一內外存”系統結構及其關鍵技術，項目編號2013AA013202，2013.03.19-2015.01.16
14. 重慶市科技攻關計畫重大項目，項目主研人（子課題負責人），基於非易失性存儲器的“統一內外存”的新型系統縫構與關鍵技術，項目編號csct2012ggC40005，2013.01.10-2015.06.30
15. 華為技術有限公司合作項目，項目主研人，多核軟體並行化低功耗分析和評估技術研究，2014.01.13-2014.12.31
16. 教育部高等學校博士學科點專項科研基金，項目主研人，基於溯源感知的重複數據刪除存儲系統關鍵技術研究，項目編號20130191120031，2014.01.01-2016.12.31
17. 華為香農實驗室SOW項目，2013年9月至2014年9月，項目主要參與人。
18. 香港創新及科技基金（ITF），2011年6月至2013年5月，項目副負責人。
19. 香港研究資助局優配研究金GRF，2009年至2011年，項目參與人。
20. 香港研究資助局角逐研究用途基金CERG，2008年至2011年，項目參與人。
