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1

Equivalent-accuracy accelerated neural-network training using analogue memory

Ambrogio, Stefano, Narayanan, Pritish, Tsai, Hsinyu, Shelby, Robert M., Boybat, Irem, di Nolfo, Carmelo, Sidler, Severin, Giordano, Massimo, Bodini, Martina, Farinha, Nathan C. P., Killeen, Benjamin,

Journal:

Year:

2018

Language:

english

File:

PDF, 23.12 MB

english, 2018

2

Weight Programming in DNN Analog Hardware Accelerators in the Presence of NVM Variability

Mackin, Charles, Tsai, Hsinyu, Ambrogio, Stefano, Narayanan, Pritish, Chen, An, Burr, Geoffrey W.

Journal:

Advanced Electronic Materials

Year:

2019

Language:

english

File:

PDF, 3.81 MB

english, 2019

3

Access devices for 3D crosspoint memorya)

Burr, Geoffrey W., Shenoy, Rohit S., Virwani, Kumar, Narayanan, Pritish, Padilla, Alvaro, Kurdi, Bülent, Hwang, Hyunsang

Journal:

Journal of Vacuum Science & Technology B: Microelectronics and Nanometer Structures

Year:

2014

Language:

english

File:

PDF, 8.24 MB

english, 2014

4

On the Origin of Steep $I$ – $V$ Nonlinearity in Mixed-Ionic-Electronic-Conduction-Based Access Devices

Padilla, Alvaro, Burr, Geoffrey W., Shenoy, Rohit S., Raman, Karthik V., Bethune, Donald S., Shelby, Robert M., Rettner, Charles T., Mohammad, Juned, Virwani, Kumar, Narayanan, Pritish, Deb, Arpan K.,

Journal:

IEEE Transactions on Electron Devices

Year:

2015

Language:

english

File:

PDF, 13.20 MB

english, 2015

5

[IEEE 2017 IEEE International Symposium on Circuits and Systems (ISCAS) - Baltimore, MD, USA (2017.5.28-2017.5.31)] 2017 IEEE International Symposium on Circuits and Systems (ISCAS) - Reducing circuit design complexity for neuromorphic machine learning systems based on Non-Volatile Memory arrays

Narayanan, Pritish, Sanches, Lucas L., Fumarola, Alessandro, Shelby, Robert M., Ambrogio, Stefano, Jang, Junwoo, Hwang, Hyunsang, Leblebici, Yusuf, Burr, Geoffrey W.

Year:

2017

Language:

english

File:

PDF, 961 KB

english, 2017

6

[IEEE 2017 IEEE International Symposium on Circuits and Systems (ISCAS) - Baltimore, MD, USA (2017.5.28-2017.5.31)] 2017 IEEE International Symposium on Circuits and Systems (ISCAS) - Neuromorphic devices and architectures for next-generation cognitive computing

Burr, Geoffrey W., Narayanan, Pritish, Shelby, Robert M., Ambrogio, Stefano, Tsai, Hsinyu, Lewis, Scott L., Hosokawa, Kohji

Year:

2017

Language:

english

File:

PDF, 1.73 MB

english, 2017

7

[IEEE 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) - Genova, Italy (2020.8.31-2020.9.2)] 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) - Accelerating Deep Neural Networks with Analog Memory Devices

Ambrogio, Stefano, Narayanan, Pritish, Tsai, Hsinyu, Mackin, Charles, Spoon, Katherine, Chen, An, Fasoli, Andrea, Friz, Alexander, Burr, Geoffrey W.

Year:

2020

File:

PDF, 1.45 MB

2020

8

[IEEE 2020 IEEE International Symposium on Circuits and Systems (ISCAS) - Sevilla (2020.10.12-2020.10.14)] 2020 IEEE International Symposium on Circuits and Systems (ISCAS) - Optimization of Analog Accelerators for Deep Neural Networks Inference

Fasoli, Andrea, Ambrogio, Stefano, Narayanan, Pritish, Tsai, Hsinyu, Mackin, Charles, Spoon, Katherine, Friz, Alexander, Chen, An, Burr, Geoffrey W.

Year:

2020

File:

PDF, 3.61 MB

2020

9

Towards a framework for designing applications onto hybrid nano/CMOS fabrics

Catherine Dezan, Ciprian Teodorov, Loïc Lagadec, Michael Leuchtenburg, Teng Wang, Pritish Narayanan, Andras Moritz

Journal:

Microelectronics Journal

Year:

2009

Language:

english

File:

PDF, 853 KB

english, 2009

10

Programmable cellular architectures at the nanoscale

Pritish Narayanan, Teng Wang, Csaba Andras Moritz

Journal:

Nano Communication Networks

Year:

2010

Language:

english

File:

PDF, 1.18 MB

english, 2010

11

Special Issue of Journal of Parallel and Distributed Computing: Computing with Future Nanotechnology

Csaba Andras Moritz, Pritish Narayanan, Santosh Khasanvis

Journal:

Journal of Parallel and Distributed Computing

Year:

2012

Language:

english

File:

PDF, 142 KB

english, 2012

12

[IEEE 2011 IEEE 11th International Conference on Nanotechnology (IEEE-NANO) - Portland, OR, USA (2011.08.15-2011.08.18)] 2011 11th IEEE International Conference on Nanotechnology - 3-D integration requirements for hybrid nanoscale-CMOS fabrics

Panchapakeshan, Pavan, Vijayakumar, Priyamvada, Narayanan, Pritish, Chui, Chi On, Koren, Israel, Moritz, Csaba Andras

Year:

2011

Language:

english

File:

PDF, 868 KB

english, 2011

13

[IEEE 2010 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) - Anaheim, CA, USA (2010.06.17-2010.06.18)] 2010 IEEE/ACM International Symposium on Nanoscale Architectures - Towards logic functions as the device

Shabadi, Prasad, Khitun, Alexander, Narayanan, Pritish, Bao, Mingqiang, Koren, Israel, Wang, Kang L., Moritz, C. Andras

Year:

2010

Language:

english

File:

PDF, 1.39 MB

english, 2010

14

Parameter variation sensing and estimation in nanoscale fabrics

Zhang, Jianfeng, Rahman, Mostafizur, Narayanan, Pritish, Khasanvis, Santosh, Andras Moritz, C.

Journal:

Journal of Parallel and Distributed Computing

Year:

2014

Language:

english

File:

PDF, 2.40 MB

english, 2014

15

[IEEE 2011 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) - San Diego, CA, USA (2011.06.8-2011.06.9)] 2011 IEEE/ACM International Symposium on Nanoscale Architectures - Hybrid Graphene Nanoribbon-CMOS tunneling volatile memory fabric

Khasanvis, Santosh, Habib, K. M. Masum, Rahman, Mostafizur, Narayanan, Pritish, Lake, Roger K., Moritz, Csaba Andras

Year:

2011

Language:

english

File:

PDF, 983 KB

english, 2011

16

Introduction to JPDC special issue on computing with future nanotechnology

Moritz, Csaba Andras, Khasanvis, Santosh, Narayanan, Pritish

Journal:

Journal of Parallel and Distributed Computing

Year:

2014

Language:

english

File:

PDF, 313 KB

english, 2014

17

[IEEE 2007 IEEE International Symposium on Nanoscale Architectures - San Jose, CA, USA (2007.10.21-2007.10.22)] 2007 IEEE International Symposium on Nanoscale Architectures - Combining 2-level logic families in grid-based nanoscale fabrics

Teng Wang,, Pritish Narayanan,, Csaba Andras Moritz,

Year:

2007

File:

PDF, 502 KB

2007

18

[IEEE 2011 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT) - Vancouver, BC, Canada (2011.10.3-2011.10.5)] 2011 IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems - Biased Voting for Improved Yield in Nanoscale Fabrics

Khan, Md. Muwyid U., Narayanan, Pritish, Vijayakumar, Priyamvada, Koren, Israel, Krishna, C. Mani, Moritz, C. Andras

Year:

2011

Language:

english

File:

PDF, 626 KB

english, 2011

19

Fault-Tolerant Nanoscale Processors on Semiconductor Nanowire Grids

Moritz, Csaba Andras, Wang, Teng, Narayanan, Pritish, Leuchtenburg, Michael, Guo, Yao, Dezan, Catherine, Bennaser, Mahmoud

Journal:

IEEE Transactions on Circuits and Systems I: Regular Papers

Year:

2007

Language:

english

File:

PDF, 2.63 MB

english, 2007

20

[IEEE 2013 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) - Brooklyn, NY, USA (2013.07.15-2013.07.17)] 2013 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) - Nanowire field-programmable computing platform

Khasanvis, Santosh, Rahman, Mostafizur, Shabadi, Prasad, Narayanan, Pritish, Yu, Hyung Suk, Chui, Chi On, Moritz, Csaba Andras

Year:

2013

Language:

english

File:

PDF, 1.49 MB

english, 2013

21

[IEEE 2011 IEEE 11th International Conference on Nanotechnology (IEEE-NANO) - Portland, OR, USA (2011.08.15-2011.08.18)] 2011 11th IEEE International Conference on Nanotechnology - Integrated nanosystems with junctionless crossed nanowire transistors

Narayanan, Pritish, Panchapakeshan, Pavan, Kina, Jorge, Chui, Chi On, Moritz, Csaba Andras

Year:

2011

Language:

english

File:

PDF, 1.01 MB

english, 2011

22

[IEEE 2009 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) - San Francisco, CA, USA (2009.07.30-2009.07.31)] 2009 IEEE/ACM International Symposium on Nanoscale Architectures - Validating cascading of crossbar circuits with an integrated device-circuit exploration

Narayanan, Pritish, Moritz, Csaba Andras, Park, Kyoung Won, Chui, Chi On

Year:

2009

Language:

english

File:

PDF, 1.08 MB

english, 2009

23

[IEEE 2011 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) - San Diego, CA, USA (2011.06.8-2011.06.9)] 2011 IEEE/ACM International Symposium on Nanoscale Architectures - Nanoscale Application Specific Integrated Circuits

Narayanan, Pritish, Kina, Jorge, Panchapakeshan, Pavan, Vijayakumar, Priyamvada, Shin, Kyeong-Sik, Rahman, Mostafizur, Leuchtenburg, Michael, Koren, Israel, Chui, Chi On, Moritz, Csaba Andras

Year:

2011

Language:

english

File:

PDF, 1.01 MB

english, 2011

24

[IEEE 2011 IEEE 11th International Conference on Nanotechnology (IEEE-NANO) - Portland, OR, USA (2011.08.15-2011.08.18)] 2011 11th IEEE International Conference on Nanotechnology - N3asic-based nanowire volatile RAM

Rahman, Mostafizur, Narayanan, Pritish, Moritz, Csaba Andras

Year:

2011

Language:

english

File:

PDF, 534 KB

english, 2011

25

[IEEE 2011 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) - San Diego, CA, USA (2011.06.8-2011.06.9)] 2011 IEEE/ACM International Symposium on Nanoscale Architectures - Impact of nanomanufacturing flow on systematic yield losses in nanoscale fabrics

Vijayakumar, Priyamvada, Narayanan, Pritish, Koren, Israel, Mani Krishna, C., Moritz, Csaba Andras

Year:

2011

Language:

english

File:

PDF, 1.39 MB

english, 2011

26

[IEEE 2011 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) - San Diego, CA, USA (2011.06.8-2011.06.9)] 2011 IEEE/ACM International Symposium on Nanoscale Architectures - N3ASICs: Designing nanofabrics with fine-grained CMOS integration

Panchapakeshan, Pavan, Narayanan, Pritish, Moritz, Csaba Andras

Year:

2011

Language:

english

File:

PDF, 1.08 MB

english, 2011

27

[IEEE 2010 IEEE International Symposium on Defect and Fault Tolerance in VLSI Systems (DFT) - Kyoto, Japan (2010.10.6-2010.10.8)] 2010 IEEE 25th International Symposium on Defect and Fault Tolerance in VLSI Systems - Incorporating Heterogeneous Redundancy in a Nanoprocessor for Improved Yield and Performance

Vijayakumar, Priyamvada, Narayanan, Pritish, Koren, Israel, Krishna, C. Mani, Moritz, C. Andras

Year:

2010

Language:

english

File:

PDF, 1.14 MB

english, 2010

28

[IEEE 2012 IEEE 12th International Conference on Nanotechnology (IEEE-NANO) - Birmingham, United Kingdom (2012.08.20-2012.08.23)] 2012 12th IEEE International Conference on Nanotechnology (IEEE-NANO) - On-chip variation sensor for systematic variation estimation in nanoscale fabrics

Zhang, Jianfeng, Narayanan, Pritish, Khasanvis, Santosh, Kina, Jorge, Chui, Chi On, Moritz, C. Andras

Year:

2012

Language:

english

File:

PDF, 1.14 MB

english, 2012

29

[IEEE 2011 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) - San Diego, CA, USA (2011.06.8-2011.06.9)] 2011 IEEE/ACM International Symposium on Nanoscale Architectures - Regular 2D NASIC-based architecture and design space exploration

Teodorov, Ciprian, Narayanan, Pritish, Lagadec, Loic, Dezan, Catherine

Year:

2011

Language:

english

File:

PDF, 2.00 MB

english, 2011

30

[IEEE 2008 2nd IEEE International Nanoelectronics Conference - Shanghai, China (2008.03.24-2008.03.27)] 2008 2nd IEEE International Nanoelectronics Conference - NASICs: A nanoscale fabric for nanoscale microprocessors

Wang, Teng, Narayanan, Pritish, Leuchtenburg, Michael, Moritz, Csaba Andras

Year:

2008

File:

PDF, 490 KB

2008

31

[IEEE 2010 IEEE International Symposium on Defect and Fault Tolerance in VLSI Systems (DFT) - Kyoto, Japan (2010.10.6-2010.10.8)] 2010 IEEE 25th International Symposium on Defect and Fault Tolerance in VLSI Systems - Parameter Variability in Nanoscale Fabrics: Bottom-Up Integrated Exploration

Narayanan, Pritish, Leuchtenburg, Michael, Kina, Jorge, Joshi, Prachi, Panchapakeshan, Pavan, Chui, Chi On, Moritz, C. Andras

Year:

2010

Language:

english

File:

PDF, 422 KB

english, 2010

32

[IEEE 2013 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) - Brooklyn, NY, USA (2013.07.15-2013.07.17)] 2013 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) - Experimental prototyping of beyond-CMOS nanowire computing fabrics

Rahman, Mostafizur, Narayanan, Pritish, Khasanvis, Santosh, Nicholson, John, Moritz, Csaba Andras

Year:

2013

Language:

english

File:

PDF, 854 KB

english, 2013

33

[IEEE 2008 2nd IEEE International Nanoelectronics Conference - Shanghai, China (2008.03.24-2008.03.27)] 2008 2nd IEEE International Nanoelectronics Conference - Comparison of analog and digital nanosystems: Issues for the nano-architect

Narayanan, Pritish, Teng Wang,, Leuchtenburg, Michael, Moritz, Csaba Andras

Year:

2008

File:

PDF, 717 KB

2008

34

[IEEE 2008 8th IEEE Conference on Nanotechnology (NANO) - Arlington, Texas, USA (2008.08.18-2008.08.21)] 2008 8th IEEE Conference on Nanotechnology - Image Processing Architecture for Semiconductor Nanowire Based Fabrics

Narayanan, Pritish, Wang, Teng, Leuchtenburg, Michael, Moritz, Csaba Andras

Year:

2008

Language:

english

File:

PDF, 272 KB

english, 2008

35

MIEC (mixed-ionic-electronic-conduction)-based access devices for non-volatile crossbar memory arrays

Shenoy, Rohit S, Burr, Geoffrey W, Virwani, Kumar, Jackson, Bryan, Padilla, Alvaro, Narayanan, Pritish, Rettner, Charles T, Shelby, Robert M, Bethune, Donald S, Raman, Karthik V, BrightSky, Matthew, J

Journal:

Semiconductor Science and Technology

Year:

2014

Language:

english

File:

PDF, 3.15 MB

english, 2014

36

Mixed-Ionic-Electronic-Conduction (MIEC)-Based Access Devices for 3D Multilayer Crosspoint Memory

Virwani, Kumar, Burr, Geoffrey W., Narayanan, Pritish, Kurdi, Bülent

Journal:

MRS Proceedings

Year:

2015

Language:

english

File:

PDF, 5.09 MB

english, 2015

37

[IEEE 2008 IEEE Computer Society Annual Symposium on VLSI - Montpellier, France (2008.04.7-2008.04.9)] 2008 IEEE Computer Society Annual Symposium on VLSI - CMOS Control Enabled Single-Type FET NASIC

Narayanan, Pritish, Leuchtenburg, Michael, Wang, Teng, Moritz, Csaba Andras

Year:

2008

Language:

english

File:

PDF, 1.35 MB

english, 2008

38

[ACM Press the 2012 IEEE/ACM International Symposium - Amsterdam, The Netherlands (2012.07.04-2012.07.06)] Proceedings of the 2012 IEEE/ACM International Symposium on Nanoscale Architectures - NANOARCH '12 - Ternary volatile random access memory based on heterogeneous graphene-CMOS fabric

Khasanvis, Santosh, Habib, K. M. Masum, Rahman, Mostafizur, Narayanan, Pritish, Lake, Roger K., Moritz, Csaba Andras

Year:

2012

Language:

english

File:

PDF, 998 KB

english, 2012

39

Variability in Nanoscale Fabrics

Narayanan, Pritish, Leuchtenburg, Michael, Kina, Jorge, Joshi, Prachi, Panchapakeshan, Pavan, Chui, Chi On, Moritz, C. Andras

Journal:

ACM Journal on Emerging Technologies in Computing Systems

Year:

2013

Language:

english

File:

PDF, 6.27 MB

english, 2013

40

Experimental Demonstration and Tolerancing of a Large-Scale Neural Network (165 000 Synapses) Using Phase-Change Memory as the Synaptic Weight Element

Burr, Geoffrey W., Shelby, Robert M., Sidler, Severin, di Nolfo, Carmelo, Jang, Junwoo, Boybat, Irem, Shenoy, Rohit S., Narayanan, Pritish, Virwani, Kumar, Giacometti, Emanuele U., Kurdi, Bulent N., H

Journal:

IEEE Transactions on Electron Devices

Year:

2015

Language:

english

File:

PDF, 14.45 MB

english, 2015

41

Exploring the Design Space for Crossbar Arrays Built With Mixed-Ionic-Electronic-Conduction (MIEC) Access Devices

Narayanan, Pritish, Burr, Geoffrey W., Shenoy, Rohit S., Stephens, Samantha, Virwani, Kumar, Padilla, Alvaro, Kurdi, Bulent N., Gopalakrishnan, Kailash

Journal:

IEEE Journal of the Electron Devices Society

Year:

2015

Language:

english

File:

PDF, 3.08 MB

english, 2015

42

SPIE Proceedings [SPIE SPIE NanoScience + Engineering - San Diego, California, USA (Sunday 12 August 2012)] Nanoepitaxy: Materials and Devices IV - Heterogeneous integration of epitaxial nanostructures: strategies and application drivers

Chui, Chi On, Shin, Kyeong-Sik, Kina, Jorge, Shih, Kun-Huan, Narayanan, Pritish, Moritz, C. Andras, Kobayashi, Nobuhiko P., Talin, A. Alec, Islam, M. Saif

Year:

2012

Language:

english

File:

PDF, 1.18 MB

english, 2012

43

Circuit-Level Benchmarking of Access Devices for Resistive Nonvolatile Memory Arrays

Narayanan, Pritish, Burr, Geoffrey W., Virwani, Kumar, Kurdi, Bulent

Journal:

IEEE Journal on Emerging and Selected Topics in Circuits and Systems

Year:

2016

Language:

english

File:

PDF, 4.09 MB

english, 2016

44

[IEEE ESSDERC 2016 - 46th European Solid-State Device Research Conference - Lausanne, Switzerland (2016.9.12-2016.9.15)] 2016 46th European Solid-State Device Research Conference (ESSDERC) - Large-scale neural networks implemented with Non-Volatile Memory as the synaptic weight element: Impact of conductance response

Sidler, Severin, Boybat, Irem, Shelby, Robert M., Narayanan, Pritish, Jang, Junwoo, Fumarola, Alessandro, Moon, Kibong, Leblebici, Yusuf, Hwang, Hyunsang, Burr, Geoffrey W.

Year:

2016

Language:

english

File:

PDF, 4.10 MB

english, 2016

45

[IEEE 2016 IEEE International Conference on Rebooting Computing (ICRC) - San Diego, CA, USA (2016.10.17-2016.10.19)] 2016 IEEE International Conference on Rebooting Computing (ICRC) - Accelerating machine learning with Non-Volatile Memory: Exploring device and circuit tradeoffs

Fumarola, Alessandro, Narayanan, Pritish, Sanches, Lucas L., Sidler, Severin, Jang, Junwoo, Moon, Kibong, Shelby, Robert M., Hwang, Hyunsang, Burr, Geoffrey W.

Year:

2016

Language:

english

File:

PDF, 3.38 MB

english, 2016

46

Neuromorphic computing using non-volatile memory

Burr, Geoffrey W., Shelby, Robert M., Sebastian, Abu, Kim, Sangbum, Kim, Seyoung, Sidler, Severin, Virwani, Kumar, Ishii, Masatoshi, Narayanan, Pritish, Fumarola, Alessandro, Sanches, Lucas L., Boybat

Journal:

Advances in Physics: X

Year:

2017

Language:

english

File:

PDF, 4.16 MB

english, 2017

47

[IEEE 2017 IEEE Electron Devices Technology and Manufacturing Conference (EDTM) - Toyama, Japan (2017.2.28-2017.3.2)] 2017 IEEE Electron Devices Technology and Manufacturing Conference (EDTM) - Neuromorphic technologies for next-generation cognitive computing

Shelby, Robert M., Narayanan, Pritish, Ambrogio, Stefano, Tsai, Hsinyu, Hosokawa, Kohji, Lewis, Scott C., Burr, Geoffrey W.

Year:

2017

Language:

english

File:

PDF, 1.85 MB

english, 2017

48

[IEEE 2017 IEEE International Memory Workshop (IMW) - Monterey, CA, USA (2017.5.14-2017.5.17)] 2017 IEEE International Memory Workshop (IMW) - Neuromorphic Technologies for Next-Generation Cognitive Computing

Narayanan, Pritish, Burr, Geoffrey W., Ambrogio, Stefano, Shelby, Robert M.

Year:

2017

Language:

english

File:

PDF, 2.27 MB

english, 2017

49

Bidirectional Non-Filamentary RRAM as an Analog Neuromorphic Synapse, Part II: Impact of Al/Mo/Pr 0.7 Ca 0.3 MnO 3 Device Characteristics on Neural Network Training Accuracy

Fumarola, Alessandro, Sidler, Severin, Moon, Kibong, Jang, Junwoo, Shelby, Robert M., Narayanan, Pritish, Leblebici, Yusuf, Hwang, Hyunsang, Burr, Geoffrey W.

Journal:

IEEE Journal of the Electron Devices Society

Year:

2018

Language:

english

File:

PDF, 4.58 MB

english, 2018

50

Bidirectional Non-Filamentary RRAM as an Analog Neuromorphic Synapse, Part I: Al/Mo/Pr 0.7 Ca 0.3 MnO 3 Material Improvements and Device Measurements

Moon, Kibong, Fumarola, Alessandro, Sidler, Severin, Jang, Junwoo, Narayanan, Pritish, Shelby, Robert M., Burr, Geoffrey W., Hwang, Hyunsang

Journal:

IEEE Journal of the Electron Devices Society

Year:

2018

Language:

english

File:

PDF, 4.22 MB

english, 2018