Skip to main content
Top
Published in: The VLDB Journal 1/2020

03-08-2019 | Special Issue Paper

Indexing in flash storage devices: a survey on challenges, current approaches, and future trends

Authors: Athanasios Fevgas, Leonidas Akritidis, Panayiotis Bozanis, Yannis Manolopoulos

Published in: The VLDB Journal | Issue 1/2020

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Indexes are special purpose data structures, designed to facilitate and speed up the access to the contents of a file. Indexing has been actively and extensively investigated in DBMSes equipped with hard disk drives (HDDs). In the recent years, solid-state drives (SSDs), based on NAND flash technology, started replacing magnetic disks due to their appealing characteristics: high throughput/low latency, shock resistance, absence of mechanical parts, low power consumption. However, treating SSDs as simply another category of block devices ignores their idiosyncrasies, like erase-before-write, wear-out and asymmetric read/write, and may lead to poor performance. These peculiarities of SSDs dictate the refactoring or even the reinvention of the indexing techniques that have been designed primarily for HDDs. In this work, we present a concise overview of the SSD technology and the challenges it poses. We broadly survey 62 flash-aware indexes for various data types, analyze the main techniques they employ, and comment on their main advantages and disadvantages, aiming to provide a systematic and valuable resource for researchers working on algorithm design and index development for SSDs. Additionally, we discuss future trends and new lines of research related to this field.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Aggarwal, A., Vitter, J., et al.: The input/output complexity of sorting and related problems. Commun. ACM 31(9), 1116–1127 (1988)MathSciNet Aggarwal, A., Vitter, J., et al.: The input/output complexity of sorting and related problems. Commun. ACM 31(9), 1116–1127 (1988)MathSciNet
2.
go back to reference Agrawal, D., Ganesan, D., Sitaraman, R., Diao, Y., Singh, S.: Lazy-adaptive tree: an optimized index structure for flash devices. Proc. VLDB Endow. 2(1), 361–372 (2009) Agrawal, D., Ganesan, D., Sitaraman, R., Diao, Y., Singh, S.: Lazy-adaptive tree: an optimized index structure for flash devices. Proc. VLDB Endow. 2(1), 361–372 (2009)
3.
go back to reference Agrawal, N., Prabhakaran, V., Wobber, T., Davis, J.D., Manasse, M.S., Panigrahy, R.: Design tradeoffs for SSD performance. In: Proceedings of the USENIX Annual Technical Conference (ATC), Boston, MA, pp. 57–70 (2008) Agrawal, N., Prabhakaran, V., Wobber, T., Davis, J.D., Manasse, M.S., Panigrahy, R.: Design tradeoffs for SSD performance. In: Proceedings of the USENIX Annual Technical Conference (ATC), Boston, MA, pp. 57–70 (2008)
4.
go back to reference Ajwani, D., Beckmann, A., Jacob, R., Meyer, U., Moruz, G.: On computational models for flash memory devices. In: Proceedings of the 8th International Symposium on Experimental Algorithms (SEA), Dortmund, Germany, pp. 16–27 (2009) Ajwani, D., Beckmann, A., Jacob, R., Meyer, U., Moruz, G.: On computational models for flash memory devices. In: Proceedings of the 8th International Symposium on Experimental Algorithms (SEA), Dortmund, Germany, pp. 16–27 (2009)
5.
go back to reference Ajwani, D., Malinger, I., Meyer, U., Toledo, S.: Characterizing the performance of flash memory storage devices and its impact on algorithm design. In: Proceedings of the 7th International Workshop on Experimental Algorithms (WEA), Provincetown, MA, pp. 208–219 (2008) Ajwani, D., Malinger, I., Meyer, U., Toledo, S.: Characterizing the performance of flash memory storage devices and its impact on algorithm design. In: Proceedings of the 7th International Workshop on Experimental Algorithms (WEA), Provincetown, MA, pp. 208–219 (2008)
6.
go back to reference Andersson, A., Nilsson, S.: Efficient implementation of suffix trees. Softw. Pract. Exp. 25(2), 129–141 (1995) Andersson, A., Nilsson, S.: Efficient implementation of suffix trees. Softw. Pract. Exp. 25(2), 129–141 (1995)
7.
go back to reference Athanassoulis, M., Ailamaki, A.: BF-tree: approximate tree indexing. Proc. VLDB Endow. 7(14), 1881–1892 (2014) Athanassoulis, M., Ailamaki, A.: BF-tree: approximate tree indexing. Proc. VLDB Endow. 7(14), 1881–1892 (2014)
8.
go back to reference Barbalace, A., Iliopoulos, A., Rauchfuss, H., Brasche, G.: It’s time to think about an operating system for near data processing architectures. In: Proceedings of the 16th Workshop on Hot Topics in Operating Systems (HotOS), Whistler, Canada, pp. 56–61 (2017) Barbalace, A., Iliopoulos, A., Rauchfuss, H., Brasche, G.: It’s time to think about an operating system for near data processing architectures. In: Proceedings of the 16th Workshop on Hot Topics in Operating Systems (HotOS), Whistler, Canada, pp. 56–61 (2017)
9.
go back to reference Bayer, R., McCreight, E.M.: Organization and maintenance of large ordered indexes. Acta Inform. 1(3), 173–189 (1972)MATH Bayer, R., McCreight, E.M.: Organization and maintenance of large ordered indexes. Acta Inform. 1(3), 173–189 (1972)MATH
10.
go back to reference Beckmann, N., Kriegel, H.P., Schneider, R., Seeger, B.: The R*-tree: an efficient and robust access method for points and rectangles. In: Proceedings of the ACM International Conference on Management of Data (SIGMOD), Atlantic City, NJ, pp. 322–331 (1990) Beckmann, N., Kriegel, H.P., Schneider, R., Seeger, B.: The R*-tree: an efficient and robust access method for points and rectangles. In: Proceedings of the ACM International Conference on Management of Data (SIGMOD), Atlantic City, NJ, pp. 322–331 (1990)
11.
go back to reference Bender, M.A., Farach-Colton, M., Johnson, R., Mauras, S., Mayer, T., Phillips, C.A., Xu, H.: Write-optimized skip lists. In: Proceedings of the 36th ACM Symposium on Principles of Database Systems (PODS), Chicago, IL, pp. 69–78 (2017) Bender, M.A., Farach-Colton, M., Johnson, R., Mauras, S., Mayer, T., Phillips, C.A., Xu, H.: Write-optimized skip lists. In: Proceedings of the 36th ACM Symposium on Principles of Database Systems (PODS), Chicago, IL, pp. 69–78 (2017)
12.
go back to reference Bentley, J.L., Saxe, J.B.: Decomposable searching problems, I. Static-to-dynamic transformation. J. Algorithms 1(4), 301–358 (1980)MathSciNetMATH Bentley, J.L., Saxe, J.B.: Decomposable searching problems, I. Static-to-dynamic transformation. J. Algorithms 1(4), 301–358 (1980)MathSciNetMATH
13.
go back to reference Bityuckiy, A.B.: JFFS3 design issues. Technical report, Memory technology device (MTD) subsystem for Linux (2005) Bityuckiy, A.B.: JFFS3 design issues. Technical report, Memory technology device (MTD) subsystem for Linux (2005)
14.
go back to reference Bjørling, M., González, J., Bonnet, P.: LightNVM: the Linux Open-Channel SSD subsystem. In: Proceedings of the 15th USENIX Conference on File & Storage Technologies (FAST), Santa Clara, CA, pp. 359–374 (2017) Bjørling, M., González, J., Bonnet, P.: LightNVM: the Linux Open-Channel SSD subsystem. In: Proceedings of the 15th USENIX Conference on File & Storage Technologies (FAST), Santa Clara, CA, pp. 359–374 (2017)
15.
go back to reference Blelloch, G.E., Fineman, J.T., Gibbons, P.B., Gu, Y., Shun, J.: Efficient algorithms with asymmetric read and write costs. In: Proceedings of the 24th Annual European Symposium on Algorithms (ESA), Schloss Dagstuhl, Germany (2016) Blelloch, G.E., Fineman, J.T., Gibbons, P.B., Gu, Y., Shun, J.: Efficient algorithms with asymmetric read and write costs. In: Proceedings of the 24th Annual European Symposium on Algorithms (ESA), Schloss Dagstuhl, Germany (2016)
16.
go back to reference Bloom, B.: Space/time trade-offs in hash coding with allowable errors. Commun. ACM 13(7), 422–426 (1970)MATH Bloom, B.: Space/time trade-offs in hash coding with allowable errors. Commun. ACM 13(7), 422–426 (1970)MATH
17.
go back to reference Bonnet, P.: What’s up with the storage hierarchy? In: Proceedings of the 8th Biennial Conference on Innovative Data Systems Research (CIDR), Chaminade, CA (2017) Bonnet, P.: What’s up with the storage hierarchy? In: Proceedings of the 8th Biennial Conference on Innovative Data Systems Research (CIDR), Chaminade, CA (2017)
19.
go back to reference Byun, S., Huh, M., Hwang, H.: An index rewriting scheme using compression for flash memory database systems. J. Inf. Sci. 33(4), 398–415 (2007) Byun, S., Huh, M., Hwang, H.: An index rewriting scheme using compression for flash memory database systems. J. Inf. Sci. 33(4), 398–415 (2007)
20.
go back to reference Cai, Y., Ghose, S., Haratsch, E.F., Luo, Y., Mutlu, O.: Error characterization, mitigation, and recovery in flash-memory-based solid-state drives. Proc. IEEE 105(9), 1666–1704 (2017) Cai, Y., Ghose, S., Haratsch, E.F., Luo, Y., Mutlu, O.: Error characterization, mitigation, and recovery in flash-memory-based solid-state drives. Proc. IEEE 105(9), 1666–1704 (2017)
21.
go back to reference Canim, M., Lang, C.A., Mihaila, G.A., Ross, K.A.: Buffered Bloom filters on solid state storage. In: Proceedings of the 1st International Workshop on Accelerating Data Management Systems Using Modern Processor & Storage Architectures (ADMS), Singapore, pp. 1–8 (2010) Canim, M., Lang, C.A., Mihaila, G.A., Ross, K.A.: Buffered Bloom filters on solid state storage. In: Proceedings of the 1st International Workshop on Accelerating Data Management Systems Using Modern Processor & Storage Architectures (ADMS), Singapore, pp. 1–8 (2010)
22.
go back to reference Cao, Z., Zhou, S., Li, K., Liu, Y.: Flashsearch: document searching in small mobile device. In: Proceedings of the International Seminar on Business & Information Management, Wuhan, China, pp. 79–82 (2008) Cao, Z., Zhou, S., Li, K., Liu, Y.: Flashsearch: document searching in small mobile device. In: Proceedings of the International Seminar on Business & Information Management, Wuhan, China, pp. 79–82 (2008)
23.
go back to reference Carniel, A.C., Ciferri, R.R., de Aguiar Ciferri, C.D.: The performance relation of spatial indexing on hard disk drives and solid state drives. In: Proceedings of the XVII Brazilian Symposium on Geoinformatics (GeoInfo), Campos do Jordão, SP, Brazil, pp. 263–274 (2016) Carniel, A.C., Ciferri, R.R., de Aguiar Ciferri, C.D.: The performance relation of spatial indexing on hard disk drives and solid state drives. In: Proceedings of the XVII Brazilian Symposium on Geoinformatics (GeoInfo), Campos do Jordão, SP, Brazil, pp. 263–274 (2016)
24.
go back to reference Carniel, A.C., Ciferri, R.R., de Aguiar Ciferri, C.D.: Analyzing the performance of spatial indices on hard disk drives and flash-based solid state drives. J. Inf. Data Manag. 8(1), 34 (2017) Carniel, A.C., Ciferri, R.R., de Aguiar Ciferri, C.D.: Analyzing the performance of spatial indices on hard disk drives and flash-based solid state drives. J. Inf. Data Manag. 8(1), 34 (2017)
25.
go back to reference Carniel, A.C., Ciferri, R.R., de Aguiar Ciferri, C.D.: A generic and efficient framework for spatial indexing on flash-based solid state drives. In: Proceedings of the 21st European Conference on Advances in Databases & Information Systems (ADBIS), Nicosia, Cyprus, pp. 229–243 (2017) Carniel, A.C., Ciferri, R.R., de Aguiar Ciferri, C.D.: A generic and efficient framework for spatial indexing on flash-based solid state drives. In: Proceedings of the 21st European Conference on Advances in Databases & Information Systems (ADBIS), Nicosia, Cyprus, pp. 229–243 (2017)
26.
go back to reference Carniel, A.C., Ciferri, R.R., Ciferri, C.D.: A generic and efficient framework for flash-aware spatial indexing. Inf. Syst. 82, 102–120 (2019) Carniel, A.C., Ciferri, R.R., Ciferri, C.D.: A generic and efficient framework for flash-aware spatial indexing. Inf. Syst. 82, 102–120 (2019)
27.
go back to reference Carniel, A.C., Roumelis, G., Ciferri, R.R., Vassilakopoulos, M., Corral, A., Cifferi, C.D.d.A.: An efficient flash-aware spatial index for points. In: Proceedings of the XIX Brazilian Symposium on Geoinformatics (GEOINFO), Campina Grande, Brazil, pp. 65–79 (2018) Carniel, A.C., Roumelis, G., Ciferri, R.R., Vassilakopoulos, M., Corral, A., Cifferi, C.D.d.A.: An efficient flash-aware spatial index for points. In: Proceedings of the XIX Brazilian Symposium on Geoinformatics (GEOINFO), Campina Grande, Brazil, pp. 65–79 (2018)
28.
go back to reference Chakrabarti, D.R., Boehm, H.J., Bhandari, K.: Atlas: leveraging locks for non-volatile memory consistency. ACM SIGPLAN Not. 49(10), 433–452 (2014) Chakrabarti, D.R., Boehm, H.J., Bhandari, K.: Atlas: leveraging locks for non-volatile memory consistency. ACM SIGPLAN Not. 49(10), 433–452 (2014)
29.
go back to reference Chazelle, B., Guibas, L.J.: Fractional cascading: a data structuring technique. Algorithmica 1(1–4), 133–162 (1986)MathSciNetMATH Chazelle, B., Guibas, L.J.: Fractional cascading: a data structuring technique. Algorithmica 1(1–4), 133–162 (1986)MathSciNetMATH
30.
go back to reference Chen, F., Hou, B., Lee, R.: Internal parallelism of flash memory-based solid-state drives. ACM Trans. Storage 12(3), 13 (2016) Chen, F., Hou, B., Lee, R.: Internal parallelism of flash memory-based solid-state drives. ACM Trans. Storage 12(3), 13 (2016)
31.
go back to reference Chen, F., Koufaty, D.A., Zhang, X.: Understanding intrinsic characteristics and system implications of flash memory based solid state drives. In: Proceedings of the 11th International Joint Conference on Measurement & Modeling of Computer Systems (SIGMETRICS/Performance), Seattle, WA, pp. 181–192 (2009) Chen, F., Koufaty, D.A., Zhang, X.: Understanding intrinsic characteristics and system implications of flash memory based solid state drives. In: Proceedings of the 11th International Joint Conference on Measurement & Modeling of Computer Systems (SIGMETRICS/Performance), Seattle, WA, pp. 181–192 (2009)
32.
go back to reference Cho, S., Chang, S., Jo, I.: The solid-state drive technology, today and tomorrow. In: Proceedings of the 31st IEEE International Conference on Data Engineering (ICDE), Seoul, Korea, pp. 1520–1522 (2015) Cho, S., Chang, S., Jo, I.: The solid-state drive technology, today and tomorrow. In: Proceedings of the 31st IEEE International Conference on Data Engineering (ICDE), Seoul, Korea, pp. 1520–1522 (2015)
33.
go back to reference Cho, S., Park, C., Oh, H., Kim, S., Yi, Y., Ganger, G.R.: Active disk meets flash: a case for intelligent SSDs. In: Proceedings of the 27th ACM International Conference on Supercomputing (ICS), Eugene, OR, pp. 91–102 (2013) Cho, S., Park, C., Oh, H., Kim, S., Yi, Y., Ganger, G.R.: Active disk meets flash: a case for intelligent SSDs. In: Proceedings of the 27th ACM International Conference on Supercomputing (ICS), Eugene, OR, pp. 91–102 (2013)
34.
go back to reference Choi, W.G., Shin, M., Lee, D., Park, H., Park, S.: Optimization of a multiversion index on SSDs to improve system performance. In: Proceedings of the IEEE International Conference on Systems, Man & Cybernetics (SMC), Budapest, Hungary, pp. 1620–1625 (2016) Choi, W.G., Shin, M., Lee, D., Park, H., Park, S.: Optimization of a multiversion index on SSDs to improve system performance. In: Proceedings of the IEEE International Conference on Systems, Man & Cybernetics (SMC), Budapest, Hungary, pp. 1620–1625 (2016)
35.
go back to reference Chowdhury, N.M.M.K., Akbar, M.M., Kaykobad, M.: DiskTrie: an efficient data structure using flash memory for mobile devices. In: Proceedings of the 1st Workshop on Algorithms & Computation (WALCOM), Dhaka, Bangladesh, pp. 76–87 (2007) Chowdhury, N.M.M.K., Akbar, M.M., Kaykobad, M.: DiskTrie: an efficient data structure using flash memory for mobile devices. In: Proceedings of the 1st Workshop on Algorithms & Computation (WALCOM), Dhaka, Bangladesh, pp. 76–87 (2007)
37.
go back to reference Cornwell, M.: Anatomy of a solid-state drive. Commun. ACM 55(12), 59–63 (2012) Cornwell, M.: Anatomy of a solid-state drive. Commun. ACM 55(12), 59–63 (2012)
38.
go back to reference Cui, K., Jin, P., Yue, L.: HashTree: a new hybrid index for flash disks. In: Proceedings of the 12th International Asia-Pacific Web Conference (APWeb), Busan, Korea, pp. 45–51 (2010) Cui, K., Jin, P., Yue, L.: HashTree: a new hybrid index for flash disks. In: Proceedings of the 12th International Asia-Pacific Web Conference (APWeb), Busan, Korea, pp. 45–51 (2010)
39.
go back to reference Dai, H., Neufeld, M., Han, R.: Elf: an efficient log-structured flash file system for micro sensor nodes. In: Proceedings of the 2nd International Conference on Embedded Networked Sensor Systems (SenSys), Baltimore, MD, pp. 176–187 (2004) Dai, H., Neufeld, M., Han, R.: Elf: an efficient log-structured flash file system for micro sensor nodes. In: Proceedings of the 2nd International Conference on Embedded Networked Sensor Systems (SenSys), Baltimore, MD, pp. 176–187 (2004)
40.
go back to reference Debnath, B., Sengupta, S., Li, J.: SkimpyStash: RAM space skimpy key-value store on flash-based storage. In: Proceedings of the ACM International Conference on Management of Data (SIGMOD), Athens, Greece, pp. 25–36 (2011) Debnath, B., Sengupta, S., Li, J.: SkimpyStash: RAM space skimpy key-value store on flash-based storage. In: Proceedings of the ACM International Conference on Management of Data (SIGMOD), Athens, Greece, pp. 25–36 (2011)
41.
go back to reference Debnath, B., Sengupta, S., Li, J., Lilja, D.J., Du, D.H.: BloomFlash: bloom filter on flash-based storage. In: Proceedings of the 31st International Conference on Distributed Computing Systems (ICDCS), Minneapolis, MN, pp. 635–644 (2011) Debnath, B., Sengupta, S., Li, J., Lilja, D.J., Du, D.H.: BloomFlash: bloom filter on flash-based storage. In: Proceedings of the 31st International Conference on Distributed Computing Systems (ICDCS), Minneapolis, MN, pp. 635–644 (2011)
42.
go back to reference Driscoll, J.R., Sarnak, N., Sleator, D.D., Tarjan, R.E.: Making data structures persistent. J. Comput. Syst. Sci. 38(1), 86–124 (1989)MathSciNetMATH Driscoll, J.R., Sarnak, N., Sleator, D.D., Tarjan, R.E.: Making data structures persistent. J. Comput. Syst. Sci. 38(1), 86–124 (1989)MathSciNetMATH
43.
go back to reference Engel, J., Mertens, R.: LogFS-finally a scalable flash file system. In: Proceedings of the 12th International Linux System Technology Conference, Hamburg, Germany (2005) Engel, J., Mertens, R.: LogFS-finally a scalable flash file system. In: Proceedings of the 12th International Linux System Technology Conference, Hamburg, Germany (2005)
44.
go back to reference Fagin, R., Nievergelt, J., Pippenger, N., Strong, H.R.: Extendible hashing: a fast access method for dynamic files. ACM Trans. Database Syst. 4(3), 315–344 (1979) Fagin, R., Nievergelt, J., Pippenger, N., Strong, H.R.: Extendible hashing: a fast access method for dynamic files. ACM Trans. Database Syst. 4(3), 315–344 (1979)
45.
go back to reference Fang, H.W., Yeh, M.Y., Suei, P.L., Kuo, T.W.: An adaptive endurance-aware B\(^+\)-tree for flash memory storage systems. IEEE Trans. Comput. 63(11), 2661–2673 (2014)MathSciNetMATH Fang, H.W., Yeh, M.Y., Suei, P.L., Kuo, T.W.: An adaptive endurance-aware B\(^+\)-tree for flash memory storage systems. IEEE Trans. Comput. 63(11), 2661–2673 (2014)MathSciNetMATH
46.
go back to reference Fevgas, A., Bozanis, P.: Grid-file: towards to a flash efficient multi-dimensional index. In: Proceedings of the 29th International Conference on Database & Expert Systems Applications (DEXA), Regensburg, Germany, vol. II, pp. 285–294 (2015) Fevgas, A., Bozanis, P.: Grid-file: towards to a flash efficient multi-dimensional index. In: Proceedings of the 29th International Conference on Database & Expert Systems Applications (DEXA), Regensburg, Germany, vol. II, pp. 285–294 (2015)
47.
go back to reference Fevgas, A., Bozanis, P.: LB-Grid: an SSD efficient grid file. Data Knowl. Eng. 121, 18–41 (2019) Fevgas, A., Bozanis, P.: LB-Grid: an SSD efficient grid file. Data Knowl. Eng. 121, 18–41 (2019)
48.
go back to reference Finkel, R.A., Bentley, J.L.: Quad trees a data structure for retrieval on composite keys. Acta Inform. 4(1), 1–9 (1974)MATH Finkel, R.A., Bentley, J.L.: Quad trees a data structure for retrieval on composite keys. Acta Inform. 4(1), 1–9 (1974)MATH
49.
go back to reference Gaede, V., Günther, O.: Multidimensional access methods. ACM Comput. Surv. 30(2), 170–231 (1998) Gaede, V., Günther, O.: Multidimensional access methods. ACM Comput. Surv. 30(2), 170–231 (1998)
50.
go back to reference Gao, C., Shi, L., Ji, C., Di, Y., Wu, K., Xue, C.J., Sha, E.H.M.: Exploiting parallelism for access conflict minimization in flash-based solid state drives. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 37(1), 168–181 (2018) Gao, C., Shi, L., Ji, C., Di, Y., Wu, K., Xue, C.J., Sha, E.H.M.: Exploiting parallelism for access conflict minimization in flash-based solid state drives. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 37(1), 168–181 (2018)
51.
go back to reference Gong, X., Chen, S., Lin, M., Liu, H.: A write-optimized B-tree layer for NAND flash memory. In: Proceedings of the 7th International Conference on Wireless Communications, Networking & Mobile Computing (WiCOM), Wuhan, China, pp. 1–4 (2011) Gong, X., Chen, S., Lin, M., Liu, H.: A write-optimized B-tree layer for NAND flash memory. In: Proceedings of the 7th International Conference on Wireless Communications, Networking & Mobile Computing (WiCOM), Wuhan, China, pp. 1–4 (2011)
52.
go back to reference González, J., Bjørling, M.: Multi-tenant I/O isolation with open-channel SSDs. In: Proceedings of the 8th Annual Non-Volatile Memories Workshop (NVMW), San Diego, CA (2017) González, J., Bjørling, M.: Multi-tenant I/O isolation with open-channel SSDs. In: Proceedings of the 8th Annual Non-Volatile Memories Workshop (NVMW), San Diego, CA (2017)
53.
go back to reference Graefe, G.: Write-optimized B-trees. In: Proceedings of the 30th International Conference on Very Large Data Bases (VLDB), Toronto, Canada, pp. 672–683 (2004) Graefe, G.: Write-optimized B-trees. In: Proceedings of the 30th International Conference on Very Large Data Bases (VLDB), Toronto, Canada, pp. 672–683 (2004)
54.
go back to reference Gu, B., Yoon, A.S., Bae, D.H., Jo, I., Lee, J., Yoon, J., Kang, J.U., Kwon, M., Yoon, C., Cho, S., et al.: Biscuit: a framework for near-data processing of big data workloads. In: Proceedings 43rd ACM/IEEE Annual International Symposium on Computer Architecture (ISCA), Seoul, Korea, pp. 153–165 (2016) Gu, B., Yoon, A.S., Bae, D.H., Jo, I., Lee, J., Yoon, J., Kang, J.U., Kwon, M., Yoon, C., Cho, S., et al.: Biscuit: a framework for near-data processing of big data workloads. In: Proceedings 43rd ACM/IEEE Annual International Symposium on Computer Architecture (ISCA), Seoul, Korea, pp. 153–165 (2016)
55.
go back to reference Gu, Y.: Survey: computational models for asymmetric read and write costs. In: Proceedings of the IEEE International Parallel & Distributed Processing Symposium Workshops (IPDPSW), Vancouver, Canada, pp. 733–743 (2018) Gu, Y.: Survey: computational models for asymmetric read and write costs. In: Proceedings of the IEEE International Parallel & Distributed Processing Symposium Workshops (IPDPSW), Vancouver, Canada, pp. 733–743 (2018)
56.
go back to reference Guttman, A.: R-trees: a dynamic index structure for spatial searching. In: Proceedings of the ACM International Conference on Management of Data (SIGMOD), Boston, MA, pp. 47–57 (1984) Guttman, A.: R-trees: a dynamic index structure for spatial searching. In: Proceedings of the ACM International Conference on Management of Data (SIGMOD), Boston, MA, pp. 47–57 (1984)
57.
go back to reference Haapasalo, T., Jaluta, I., Seeger, B., Sippu, S., Soisalon-Soininen, E.: Transactions on the multiversion B\(^+\)-tree. In: Proceedings of the 12th International Conference on Extending Database Technology (EDBT), Saint-Petersburg, Russia, pp. 1064–1075 (2009) Haapasalo, T., Jaluta, I., Seeger, B., Sippu, S., Soisalon-Soininen, E.: Transactions on the multiversion B\(^+\)-tree. In: Proceedings of the 12th International Conference on Extending Database Technology (EDBT), Saint-Petersburg, Russia, pp. 1064–1075 (2009)
58.
go back to reference Hady, F.T., Foong, A., Veal, B., Williams, D.: Platform storage performance with 3D XPoint technology. Proc. IEEE 105(9), 1822–1833 (2017) Hady, F.T., Foong, A., Veal, B., Williams, D.: Platform storage performance with 3D XPoint technology. Proc. IEEE 105(9), 1822–1833 (2017)
59.
go back to reference Havasi, F.: An improved B\(^+\)-tree for flash file systems. In: Proceedings of the 37th International Conference on Current Trends in Theory & Practice of Computer Science (SOFSEM), Nový Smokovec, Slovakia, pp. 297–307 (2011) Havasi, F.: An improved B\(^+\)-tree for flash file systems. In: Proceedings of the 37th International Conference on Current Trends in Theory & Practice of Computer Science (SOFSEM), Nový Smokovec, Slovakia, pp. 297–307 (2011)
60.
go back to reference Hinrichs, K.: Implementation of the grid file: design concepts and experience. BIT Numer. Math. 25(4), 569–592 (1985)MathSciNetMATH Hinrichs, K.: Implementation of the grid file: design concepts and experience. BIT Numer. Math. 25(4), 569–592 (1985)MathSciNetMATH
61.
go back to reference Ho, V.P., Park, D.J.: WPCB-tree: a novel flash-aware B-tree index using a write pattern converter. Symmetry 10(1), 18 (2018)MathSciNet Ho, V.P., Park, D.J.: WPCB-tree: a novel flash-aware B-tree index using a write pattern converter. Symmetry 10(1), 18 (2018)MathSciNet
62.
go back to reference Hu, Y., Jiang, H., Feng, D., Tian, L., Luo, H., Zhang, S.: Performance impact and interplay of SSD parallelism through advanced commands, allocation strategy and data granularity. In: Proceedings of the 25th International Conference on Supercomputing (ICS), Tucson, AZ, pp. 96–107 (2011) Hu, Y., Jiang, H., Feng, D., Tian, L., Luo, H., Zhang, S.: Performance impact and interplay of SSD parallelism through advanced commands, allocation strategy and data granularity. In: Proceedings of the 25th International Conference on Supercomputing (ICS), Tucson, AZ, pp. 96–107 (2011)
63.
go back to reference Jacob, R., Sitchinava, N.: Lower bounds in the asymmetric external memory model. In: Proceedings of the 29th ACM Symposium on Parallelism in Algorithms & Architectures (SPAA), Washington, DC, pp. 247–254 (2017) Jacob, R., Sitchinava, N.: Lower bounds in the asymmetric external memory model. In: Proceedings of the 29th ACM Symposium on Parallelism in Algorithms & Architectures (SPAA), Washington, DC, pp. 247–254 (2017)
64.
go back to reference Jiang, Z., Wu, Y., Zhang, Y., Li, C., Xing, C.: AB-tree: a write-optimized adaptive index structure on solid state disk. In: Proceedings of the 11th Web Information System & Application Conference (WISA), Tianjin, China, pp. 188–193 (2014) Jiang, Z., Wu, Y., Zhang, Y., Li, C., Xing, C.: AB-tree: a write-optimized adaptive index structure on solid state disk. In: Proceedings of the 11th Web Information System & Application Conference (WISA), Tianjin, China, pp. 188–193 (2014)
65.
go back to reference Jin, P., Xie, X., Wang, N., Yue, L.: Optimizing R-tree for flash memory. Expert Syst. Appl. 42(10), 4676–4686 (2015) Jin, P., Xie, X., Wang, N., Yue, L.: Optimizing R-tree for flash memory. Expert Syst. Appl. 42(10), 4676–4686 (2015)
66.
go back to reference Jin, P., Yang, C., Jensen, C.S., Yang, P., Yue, L.: Read/write-optimized tree indexing for solid-state drives. VLDB J. 25(5), 695–717 (2016) Jin, P., Yang, C., Jensen, C.S., Yang, P., Yue, L.: Read/write-optimized tree indexing for solid-state drives. VLDB J. 25(5), 695–717 (2016)
68.
go back to reference Jin, P., Yang, P., Yue, L.: Optimizing B+-tree for hybrid storage systems. Distrib. Parallel Databases 33(3), 449–475 (2015) Jin, P., Yang, P., Yue, L.: Optimizing B+-tree for hybrid storage systems. Distrib. Parallel Databases 33(3), 449–475 (2015)
69.
go back to reference Jin, R.: B-tree index layer for multi-channel flash memory. In: Proceedings of the 4th International Conference on Mobile & Wireless Technology (ICMWT), Kuala Lumpur, Malaysia, pp. 197–202 (2017) Jin, R.: B-tree index layer for multi-channel flash memory. In: Proceedings of the 4th International Conference on Mobile & Wireless Technology (ICMWT), Kuala Lumpur, Malaysia, pp. 197–202 (2017)
70.
go back to reference Jin, R., Cho, H.J., Chung, T.S.: A group round robin based B-tree index storage scheme for flash memory devices. In: Proceedings of the 8th International Conference on Ubiquitous Information Management & Communication (ICUIMC), Siem Reap, Cambodia, p. 29 (2014) Jin, R., Cho, H.J., Chung, T.S.: A group round robin based B-tree index storage scheme for flash memory devices. In: Proceedings of the 8th International Conference on Ubiquitous Information Management & Communication (ICUIMC), Siem Reap, Cambodia, p. 29 (2014)
71.
go back to reference Jin, R., Cho, H.J., Chung, T.S.: LS-LRU: a lazy-split LRU buffer replacement policy for flash-based B\(^+\)-tree index. J. Inf. Sci. Eng. 31(3), 1113–1132 (2015) Jin, R., Cho, H.J., Chung, T.S.: LS-LRU: a lazy-split LRU buffer replacement policy for flash-based B\(^+\)-tree index. J. Inf. Sci. Eng. 31(3), 1113–1132 (2015)
72.
go back to reference Jin, R., Cho, H.J., Lee, S.W., Chung, T.S.: Lazy-split B\(^+\)-tree: a novel B\(^+\)-tree index scheme for flash-based database systems. Des. Autom. Embed. Syst. 17(1), 167–191 (2013) Jin, R., Cho, H.J., Lee, S.W., Chung, T.S.: Lazy-split B\(^+\)-tree: a novel B\(^+\)-tree index scheme for flash-based database systems. Des. Autom. Embed. Syst. 17(1), 167–191 (2013)
73.
go back to reference Jin, R., Kwon, S.J., Chung, T.S.: FlashB-tree: a novel B-tree index scheme for solid state drives. In: Proceedings of the ACM Symposium on Research in Applied Computation (RACS), Miami, FL, pp. 50–55 (2011) Jin, R., Kwon, S.J., Chung, T.S.: FlashB-tree: a novel B-tree index scheme for solid state drives. In: Proceedings of the ACM Symposium on Research in Applied Computation (RACS), Miami, FL, pp. 50–55 (2011)
74.
go back to reference Jo, I., Bae, D.H., Yoon, A.S., Kang, J.U., Cho, S., Lee, D.D., Jeong, J.: YourSQL: a high-performance database system leveraging in-storage computing. Proc. VLDB Endow. 9(12), 924–935 (2016) Jo, I., Bae, D.H., Yoon, A.S., Kang, J.U., Cho, S., Lee, D.D., Jeong, J.: YourSQL: a high-performance database system leveraging in-storage computing. Proc. VLDB Endow. 9(12), 924–935 (2016)
75.
go back to reference Jørgensen, M.V., Rasmussen, R.B., Šaltenis, S., Schjønning, C.: FB-tree: a B\(^+\)-tree for flash-based SSDs. In: Proceedings of the 15th Symposium on International Database Engineering & Applications (IDEAS), Lisbon, Portugal, pp. 34–42 (2011) Jørgensen, M.V., Rasmussen, R.B., Šaltenis, S., Schjønning, C.: FB-tree: a B\(^+\)-tree for flash-based SSDs. In: Proceedings of the 15th Symposium on International Database Engineering & Applications (IDEAS), Lisbon, Portugal, pp. 34–42 (2011)
76.
go back to reference Jung, W., Roh, H., Shin, M., Park, S.: Inverted index maintenance strategy for flashSSDs: revitalization of in-place index update strategy. Inf. Syst. 49, 25–39 (2015) Jung, W., Roh, H., Shin, M., Park, S.: Inverted index maintenance strategy for flashSSDs: revitalization of in-place index update strategy. Inf. Syst. 49, 25–39 (2015)
77.
go back to reference Kang, D., Jung, D., Kang, J.U., Kim, J.S.: \(\mu *\)-tree: an ordered index structure for NAND flash memory with adaptive page layout scheme. IEEE Trans. Comput. 62(4), 784–797 (2007)MathSciNetMATH Kang, D., Jung, D., Kang, J.U., Kim, J.S.: \(\mu *\)-tree: an ordered index structure for NAND flash memory with adaptive page layout scheme. IEEE Trans. Comput. 62(4), 784–797 (2007)MathSciNetMATH
78.
go back to reference Kang, J.U., Hyun, J., Maeng, H., Cho, S.: The multi-streamed solid-state drive. In: Proceedings of the 6th USENIX Workshop on Hot Topics in Storage & File Systems (HotStorage), Philadelphia, PA (2014) Kang, J.U., Hyun, J., Maeng, H., Cho, S.: The multi-streamed solid-state drive. In: Proceedings of the 6th USENIX Workshop on Hot Topics in Storage & File Systems (HotStorage), Philadelphia, PA (2014)
79.
go back to reference Kim, B., Lee, D.H.: LSB-tree: a log-structured B-tree index structure for NAND flash SSDs. Des. Autom. Embed. Syst. 19(1–2), 77–100 (2015) Kim, B., Lee, D.H.: LSB-tree: a log-structured B-tree index structure for NAND flash SSDs. Des. Autom. Embed. Syst. 19(1–2), 77–100 (2015)
80.
go back to reference Kim, B.K., Lee, S.W., Lee, D.H.: h-Hash: a hash index structure for flash-based solid state drives. J. Circuits Syst. Comput. 24(9), 1550128 (2015) Kim, B.K., Lee, S.W., Lee, D.H.: h-Hash: a hash index structure for flash-based solid state drives. J. Circuits Syst. Comput. 24(9), 1550128 (2015)
81.
go back to reference Kim, E.: SSD performance: a primer. Technical report, Solid State Storage Initiative (2013) Kim, E.: SSD performance: a primer. Technical report, Solid State Storage Initiative (2013)
82.
go back to reference Kim, H.J., Lee, Y.S., Kim, J.S.: NVMeDirect: a user-space I/O framework for application-specific optimization on NVMe SSDs. In: Proceedings of the 8th USENIX Workshop on Hot Topics in Storage & File Systems (HotStorage), Denver, CO (2016) Kim, H.J., Lee, Y.S., Kim, J.S.: NVMeDirect: a user-space I/O framework for application-specific optimization on NVMe SSDs. In: Proceedings of the 8th USENIX Workshop on Hot Topics in Storage & File Systems (HotStorage), Denver, CO (2016)
83.
go back to reference Kim, S., Oh, H., Park, C., Cho, S., Lee, S.W., Moon, B.: In-storage processing of database scans and joins. Inf. Sci. 327, 183–200 (2016) Kim, S., Oh, H., Park, C., Cho, S., Lee, S.W., Moon, B.: In-storage processing of database scans and joins. Inf. Sci. 327, 183–200 (2016)
84.
go back to reference Koltsidas, I., Hsu, V.: IBM storage and NVM express revolution. Technical report, IBM (2017) Koltsidas, I., Hsu, V.: IBM storage and NVM express revolution. Technical report, IBM (2017)
85.
go back to reference Koltsidas, I., Pletka, R., Mueller, P., Weigold, T., Eleftheriou, E., Varsamou, M., Ntalla, A., Bougioukou, E., Palli, A., Antanokopoulos, T.: PSS: a prototype storage subsystem based on PCM. In: Proceedings of the 5th Annual Non-Volatile Memories Workshop (NVMW), San Diego, CA (2014) Koltsidas, I., Pletka, R., Mueller, P., Weigold, T., Eleftheriou, E., Varsamou, M., Ntalla, A., Bougioukou, E., Palli, A., Antanokopoulos, T.: PSS: a prototype storage subsystem based on PCM. In: Proceedings of the 5th Annual Non-Volatile Memories Workshop (NVMW), San Diego, CA (2014)
86.
go back to reference Kourtis, K., Ioannou, N., Koltsidas, I.: Reaping the performance of fast NVM storage with uDepot. In: Proceedings of the 17th USENIX Conference on File & Storage Technologies (FAST), Boston, MA, pp. 1–15 (2019) Kourtis, K., Ioannou, N., Koltsidas, I.: Reaping the performance of fast NVM storage with uDepot. In: Proceedings of the 17th USENIX Conference on File & Storage Technologies (FAST), Boston, MA, pp. 1–15 (2019)
87.
go back to reference Kwon, S.J., Ranjitkar, A., Ko, Y.B., Chung, T.S.: FTL algorithms for NAND-type flash memories. Des. Autom. Embed. Syst. 15(3), 191–224 (2011) Kwon, S.J., Ranjitkar, A., Ko, Y.B., Chung, T.S.: FTL algorithms for NAND-type flash memories. Des. Autom. Embed. Syst. 15(3), 191–224 (2011)
88.
go back to reference Lee, H.S., Lee, D.H.: An efficient index buffer management scheme for implementing a B-tree on NAND flash memory. Data Knowl. Eng. 69(9), 901–916 (2010) Lee, H.S., Lee, D.H.: An efficient index buffer management scheme for implementing a B-tree on NAND flash memory. Data Knowl. Eng. 69(9), 901–916 (2010)
89.
go back to reference Lee, S.W., Moon, B.: Design of flash-based DBMS: an in-page logging approach. In: Proceedings of the ACM International Conference on Management of Data (SIGMOD), Beijing, China, pp. 55–66 (2007) Lee, S.W., Moon, B.: Design of flash-based DBMS: an in-page logging approach. In: Proceedings of the ACM International Conference on Management of Data (SIGMOD), Beijing, China, pp. 55–66 (2007)
90.
go back to reference Lee, Y.G., Jung, D., Kang, D., Kim, J.S.: \(\mu \)-tree: a memory-efficient flash translation layer supporting multiple mapping granularities. In: Proceedings of the 8th ACM International Conference on Embedded Software (EMSOFT), Atlanta, GA, pp. 21–30 (2008) Lee, Y.G., Jung, D., Kang, D., Kim, J.S.: \(\mu \)-tree: a memory-efficient flash translation layer supporting multiple mapping granularities. In: Proceedings of the 8th ACM International Conference on Embedded Software (EMSOFT), Atlanta, GA, pp. 21–30 (2008)
91.
go back to reference Lee, Y.S., Quero, L.C., Lee, Y., Kim, J.S., Maeng, S.: Accelerating external sorting via on-the-fly data merge in active SSDs. In: Proceedings of the 6th USENIX Workshop on Hot Topics in Storage & File Systems (HotStorage), Philadelphia, PA (2014) Lee, Y.S., Quero, L.C., Lee, Y., Kim, J.S., Maeng, S.: Accelerating external sorting via on-the-fly data merge in active SSDs. In: Proceedings of the 6th USENIX Workshop on Hot Topics in Storage & File Systems (HotStorage), Philadelphia, PA (2014)
92.
go back to reference Levandoski, J.J., Lomet, D.B., Sengupta, S.: The Bw-tree: a B-tree for new hardware platforms. In: Proceedings of the 29th IEEE International Conference on Data Engineering (ICDE), Washington, DC, pp. 302–313 (2013) Levandoski, J.J., Lomet, D.B., Sengupta, S.: The Bw-tree: a B-tree for new hardware platforms. In: Proceedings of the 29th IEEE International Conference on Data Engineering (ICDE), Washington, DC, pp. 302–313 (2013)
93.
go back to reference Levandoski, J.J., Sengupta, S., Redmond, W.: The BW-tree: a latch-free B-tree for log-structured flash storage. IEEE Data Eng. Bull. 36(2), 56–62 (2013) Levandoski, J.J., Sengupta, S., Redmond, W.: The BW-tree: a latch-free B-tree for log-structured flash storage. IEEE Data Eng. Bull. 36(2), 56–62 (2013)
94.
go back to reference Li, G., Zhao, P., Yuan, L., Gao, S.: Efficient implementation of a multi-dimensional index structure over flash memory storage systems. J. Supercomput. 64(3), 1055–1074 (2013) Li, G., Zhao, P., Yuan, L., Gao, S.: Efficient implementation of a multi-dimensional index structure over flash memory storage systems. J. Supercomput. 64(3), 1055–1074 (2013)
95.
go back to reference Li, H., Hao, M., Tong, M.H., Sundararaman, S., Bjørling, M., Gunawi, H.S.: The CASE of FEMU: cheap, accurate, scalable and extensible flash emulator. In: Proceedings of the 16th USENIX Conference on File & Storage Technologies (FAST), Oakland, CA, pp. 83–90 (2018) Li, H., Hao, M., Tong, M.H., Sundararaman, S., Bjørling, M., Gunawi, H.S.: The CASE of FEMU: cheap, accurate, scalable and extensible flash emulator. In: Proceedings of the 16th USENIX Conference on File & Storage Technologies (FAST), Oakland, CA, pp. 83–90 (2018)
96.
go back to reference Li, R., Chen, X., Li, C., Gu, X., Wen, K.: Efficient online index maintenance for SSD-based information retrieval systems. In: Proceedings of the 14th IEEE International Conference on High Performance Computing & Communication (HPCC), Liverpool, UK, pp. 262–269 (2012) Li, R., Chen, X., Li, C., Gu, X., Wen, K.: Efficient online index maintenance for SSD-based information retrieval systems. In: Proceedings of the 14th IEEE International Conference on High Performance Computing & Communication (HPCC), Liverpool, UK, pp. 262–269 (2012)
97.
go back to reference Li, X., Da, Z., Meng, X.: A new dynamic hash index for flash-based storage. In: Proceedings of the 9th International Conference on Web-Age Information Management (WAIM), Zhangjiajie, China, pp. 93–98 (2008) Li, X., Da, Z., Meng, X.: A new dynamic hash index for flash-based storage. In: Proceedings of the 9th International Conference on Web-Age Information Management (WAIM), Zhangjiajie, China, pp. 93–98 (2008)
98.
go back to reference Li, Y., He, B., Luo, Q., Yi, K.: Tree indexing on flash disks. In: Proceedings of the 25th IEEE International Conference on Data Engineering (ICDE), Shanghai, China, pp. 1303–1306 (2009) Li, Y., He, B., Luo, Q., Yi, K.: Tree indexing on flash disks. In: Proceedings of the 25th IEEE International Conference on Data Engineering (ICDE), Shanghai, China, pp. 1303–1306 (2009)
99.
go back to reference Li, Y., He, B., Yang, R.J., Luo, Q., Yi, K.: Tree indexing on solid state drives. Proc. VLDB Endow. 3(1–2), 1195–1206 (2010) Li, Y., He, B., Yang, R.J., Luo, Q., Yi, K.: Tree indexing on solid state drives. Proc. VLDB Endow. 3(1–2), 1195–1206 (2010)
100.
go back to reference Lin, S., Zeinalipour-Yazti, D., Kalogeraki, V., Gunopulos, D., Najjar, W.A.: Efficient indexing data structures for flash-based sensor devices. ACM Trans. Storage 2(4), 468–503 (2006) Lin, S., Zeinalipour-Yazti, D., Kalogeraki, V., Gunopulos, D., Najjar, W.A.: Efficient indexing data structures for flash-based sensor devices. ACM Trans. Storage 2(4), 468–503 (2006)
101.
go back to reference Litwin, W.: Linear hashing: a new tool for file and table addressing. In: Proceedings of the 6th International Conference on Very Large Data Bases (VLDB), Montreal, Canada, pp. 212–223 (1980) Litwin, W.: Linear hashing: a new tool for file and table addressing. In: Proceedings of the 6th International Conference on Very Large Data Bases (VLDB), Montreal, Canada, pp. 212–223 (1980)
102.
go back to reference Lu, G., Debnath, B., Du, D.H.: A forest-structured Bloom filter with flash memory. In: Proceedings of the 27th IEEE Symposium on Mass Storage Systems & Technologies (MSST), Denver, CO, pp. 1–6 (2011) Lu, G., Debnath, B., Du, D.H.: A forest-structured Bloom filter with flash memory. In: Proceedings of the 27th IEEE Symposium on Mass Storage Systems & Technologies (MSST), Denver, CO, pp. 1–6 (2011)
103.
go back to reference Lv, Y., Li, J., Cui, B., Chen, X.: Log-compact R-tree: an efficient spatial index for SSD. In: Proceedings of the 16th International Conference on Database Systems for Advanced Applications (DASFAA), Hong Kong, China, vol. III, pp. 202–213 (2011) Lv, Y., Li, J., Cui, B., Chen, X.: Log-compact R-tree: an efficient spatial index for SSD. In: Proceedings of the 16th International Conference on Database Systems for Advanced Applications (DASFAA), Hong Kong, China, vol. III, pp. 202–213 (2011)
104.
go back to reference Manolopoulos, Y., Nanopoulos, A., Papadopoulos, A.N., Theodoridis, Y.: R-Trees: Theory and Applications. Springer, Berlin (2010)MATH Manolopoulos, Y., Nanopoulos, A., Papadopoulos, A.N., Theodoridis, Y.: R-Trees: Theory and Applications. Springer, Berlin (2010)MATH
105.
106.
go back to reference Meza, J., Wu, Q., Kumar, S., Mutlu, O.: A large-scale study of flash memory failures in the field. In: Proceedings of the ACM International Conference on Measurement & Modeling of Computer Systems (SIGMETRICS), Portland, OR, pp. 177–190 (2015) Meza, J., Wu, Q., Kumar, S., Mutlu, O.: A large-scale study of flash memory failures in the field. In: Proceedings of the ACM International Conference on Measurement & Modeling of Computer Systems (SIGMETRICS), Portland, OR, pp. 177–190 (2015)
107.
go back to reference Micheloni, R.: 3D Flash Memories. Springer, Berlin (2016) Micheloni, R.: 3D Flash Memories. Springer, Berlin (2016)
108.
go back to reference Micheloni, R.: Solid-State-Drives Modeling. Springer, Berlin (2017) Micheloni, R.: Solid-State-Drives Modeling. Springer, Berlin (2017)
109.
go back to reference Mittal, S., Vetter, J.S.: A survey of software techniques for using non-volatile memories for storage and main memory systems. IEEE Trans. Parallel Distrib. Syst. 27(5), 1537–1550 (2016) Mittal, S., Vetter, J.S.: A survey of software techniques for using non-volatile memories for storage and main memory systems. IEEE Trans. Parallel Distrib. Syst. 27(5), 1537–1550 (2016)
110.
go back to reference Na, G.J., Lee, S.W., Moon, B.: Dynamic in-page logging for b+-tree index. IEEE Trans. Knowl. Data Eng. 24(7), 1231–1243 (2012) Na, G.J., Lee, S.W., Moon, B.: Dynamic in-page logging for b+-tree index. IEEE Trans. Knowl. Data Eng. 24(7), 1231–1243 (2012)
111.
go back to reference Na, G.J., Moon, B., Lee, S.W.: IPLB\(^+\)-tree for flash memory database systems. J. Inf. Sci. Eng. 27(1), 111–127 (2011) Na, G.J., Moon, B., Lee, S.W.: IPLB\(^+\)-tree for flash memory database systems. J. Inf. Sci. Eng. 27(1), 111–127 (2011)
112.
go back to reference Nanavati, M., Schwarzkopf, M., Wires, J., Warfield, A.: Non-volatile storage: implications of the datacenter’s shifting center. ACM Queue 13(9), 20 (2015) Nanavati, M., Schwarzkopf, M., Wires, J., Warfield, A.: Non-volatile storage: implications of the datacenter’s shifting center. ACM Queue 13(9), 20 (2015)
113.
go back to reference Narayanan, I., Wang, D., Jeon, M., Sharma, B., Caulfield, L., Sivasubramaniam, A., Cutler, B., Liu, J., Khessib, B., Vaid, K.: SSD failures in datacenters: What? when? and why? In: Proceedings of the 9th ACM International on Systems & Storage Conference (SYSTOR), Haifa, Israel (2016) Narayanan, I., Wang, D., Jeon, M., Sharma, B., Caulfield, L., Sivasubramaniam, A., Cutler, B., Liu, J., Khessib, B., Vaid, K.: SSD failures in datacenters: What? when? and why? In: Proceedings of the 9th ACM International on Systems & Storage Conference (SYSTOR), Haifa, Israel (2016)
114.
go back to reference Nath, S., Kansal, A.: FlashDB: dynamic self-tuning database for NAND flash. In: Proceedings of the 6th International Symposium on Information Processing in Sensor Networks (IPSN), Cambridge, MA, pp. 410–419 (2007) Nath, S., Kansal, A.: FlashDB: dynamic self-tuning database for NAND flash. In: Proceedings of the 6th International Symposium on Information Processing in Sensor Networks (IPSN), Cambridge, MA, pp. 410–419 (2007)
115.
go back to reference Nievergelt, J., Hinterberger, H., Sevcik, K.C.: The Grid file: an adaptable, symmetric multikey file structure. ACM Trans. Database Syst. 9(1), 38–71 (1984) Nievergelt, J., Hinterberger, H., Sevcik, K.C.: The Grid file: an adaptable, symmetric multikey file structure. ACM Trans. Database Syst. 9(1), 38–71 (1984)
116.
go back to reference On, S.T., Hu, H., Li, Y., Xu, J.: Lazy-update B\(^+\)-tree for flash devices. In: Proceedings of the 10th International Conference on Mobile Data Management (MDM), Taipei, Taiwan, pp. 323–328 (2009) On, S.T., Hu, H., Li, Y., Xu, J.: Lazy-update B\(^+\)-tree for flash devices. In: Proceedings of the 10th International Conference on Mobile Data Management (MDM), Taipei, Taiwan, pp. 323–328 (2009)
117.
go back to reference O’Neil, P., Cheng, E., Gawlick, D., O’Neil, E.: The log-structured merge-tree (LSM-tree). Acta Inform. 33(4), 351–385 (1996)MATH O’Neil, P., Cheng, E., Gawlick, D., O’Neil, E.: The log-structured merge-tree (LSM-tree). Acta Inform. 33(4), 351–385 (1996)MATH
118.
go back to reference Park, C., Cheon, W., Kang, J., Roh, K., Cho, W., Kim, J.S.: A reconfigurable FTL architecture for NAND flash-based applications. ACM Trans. Embed. Comput. Syst. 7(4), 38 (2008) Park, C., Cheon, W., Kang, J., Roh, K., Cho, W., Kim, J.S.: A reconfigurable FTL architecture for NAND flash-based applications. ACM Trans. Embed. Comput. Syst. 7(4), 38 (2008)
119.
go back to reference Pawlik, M., Macyna, W.: Implementation of the aggregated R-tree over flash memory. In: Proceedings of the 17th International Conference on Database Systems for Advanced Applications (DASFAA), International Workshops: FlashDB, ITEMS, SNSM, SIM3, DQDI, Busan, Korea, pp. 65–72 (2012) Pawlik, M., Macyna, W.: Implementation of the aggregated R-tree over flash memory. In: Proceedings of the 17th International Conference on Database Systems for Advanced Applications (DASFAA), International Workshops: FlashDB, ITEMS, SNSM, SIM3, DQDI, Busan, Korea, pp. 65–72 (2012)
120.
go back to reference Pearce, R., Gokhale, M., Amato, N.M.: Multithreaded asynchronous graph traversal for in-memory and semi-external memory. In: Proceedings of the ACM/IEEE International Conference on High Performance Computing, Networking, Storage & Analysis (SC), New Orleans, LA, pp. 1–11 (2010) Pearce, R., Gokhale, M., Amato, N.M.: Multithreaded asynchronous graph traversal for in-memory and semi-external memory. In: Proceedings of the ACM/IEEE International Conference on High Performance Computing, Networking, Storage & Analysis (SC), New Orleans, LA, pp. 1–11 (2010)
121.
go back to reference Pugh, W.: Skip lists: a probabilistic alternative to balanced trees. Commun. ACM 33(6), 668–677 (1990) Pugh, W.: Skip lists: a probabilistic alternative to balanced trees. Commun. ACM 33(6), 668–677 (1990)
122.
go back to reference Robinson, J.T.: The KDB-tree: a search structure for large multidimensional dynamic indexes. In: Proceedings of the ACM International Conference on Management of Data (SIGMOD), Ann Arbor, MI, pp. 10–18 (1981) Robinson, J.T.: The KDB-tree: a search structure for large multidimensional dynamic indexes. In: Proceedings of the ACM International Conference on Management of Data (SIGMOD), Ann Arbor, MI, pp. 10–18 (1981)
123.
go back to reference Roh, H., Kim, S., Lee, D., Park, S.: AS B-tree: a study of an efficient B\(^+\)-tree for SSDs. J. Inf. Sci. Eng. 30(1), 85–106 (2014) Roh, H., Kim, S., Lee, D., Park, S.: AS B-tree: a study of an efficient B\(^+\)-tree for SSDs. J. Inf. Sci. Eng. 30(1), 85–106 (2014)
124.
go back to reference Roh, H., Kim, W.C., Kim, S., Park, S.: A B-tree index extension to enhance response time and the life cycle of flash memory. Inf. Sci. 179(18), 3136–3161 (2009)MathSciNet Roh, H., Kim, W.C., Kim, S., Park, S.: A B-tree index extension to enhance response time and the life cycle of flash memory. Inf. Sci. 179(18), 3136–3161 (2009)MathSciNet
125.
go back to reference Roh, H., Park, S., Kim, S., Shin, M., Lee, S.W.: B\(^+\)-tree index optimization by exploiting internal parallelism of flash-based solid state drives. Proc. VLDB Endow. 5(4), 286–297 (2011) Roh, H., Park, S., Kim, S., Shin, M., Lee, S.W.: B\(^+\)-tree index optimization by exploiting internal parallelism of flash-based solid state drives. Proc. VLDB Endow. 5(4), 286–297 (2011)
126.
go back to reference Roh, H., Park, S., Shin, M., Lee, S.W.: MPSearch: multi-path search for tree-based indexes to exploit internal parallelism of flash SSDs. IEEE Data Eng. Bull. 37(2), 3–11 (2014) Roh, H., Park, S., Shin, M., Lee, S.W.: MPSearch: multi-path search for tree-based indexes to exploit internal parallelism of flash SSDs. IEEE Data Eng. Bull. 37(2), 3–11 (2014)
127.
go back to reference Ross, K.A.: Modeling the performance of algorithms on flash memory devices. In: Proceedings of the 4th International Workshop on Data management on New Hardware (DaMoN), Vancouver, Canada, pp. 11–16 (2008) Ross, K.A.: Modeling the performance of algorithms on flash memory devices. In: Proceedings of the 4th International Workshop on Data management on New Hardware (DaMoN), Vancouver, Canada, pp. 11–16 (2008)
129.
go back to reference Roumelis, G., Vassilakopoulos, M., Corral, A., Fevgas, A., Manolopoulos, Y.: Spatial batch-queries processing using xBR\(^+\)-trees in solid-state drives. In: Proceedings of the 8th International Conference on Model & Data Engineering (MEDI), Marrakesh, Morocco, pp. 301–317 (2018) Roumelis, G., Vassilakopoulos, M., Corral, A., Fevgas, A., Manolopoulos, Y.: Spatial batch-queries processing using xBR\(^+\)-trees in solid-state drives. In: Proceedings of the 8th International Conference on Model & Data Engineering (MEDI), Marrakesh, Morocco, pp. 301–317 (2018)
130.
go back to reference Roumelis, G., Vassilakopoulos, M., Loukopoulos, T., Corral, A., Manolopoulos, Y.: The xBR\(^+\)-tree: an efficient access method for points. In: Proceedings of the 26th International Conference on Database & Expert Systems Applications (DEXA), Valencia, Spain, pp. 43–58 (2015) Roumelis, G., Vassilakopoulos, M., Loukopoulos, T., Corral, A., Manolopoulos, Y.: The xBR\(^+\)-tree: an efficient access method for points. In: Proceedings of the 26th International Conference on Database & Expert Systems Applications (DEXA), Valencia, Spain, pp. 43–58 (2015)
131.
go back to reference Sarwat, M., Mokbel, M.F., Zhou, X., Nath, S.: Fast: a generic framework for flash-aware spatial trees. In: Proceedings of the 12th International Symposium in Advances in Spatial & Temporal Databases (SSTD), Minneapolis, MN, pp. 149–167 (2011) Sarwat, M., Mokbel, M.F., Zhou, X., Nath, S.: Fast: a generic framework for flash-aware spatial trees. In: Proceedings of the 12th International Symposium in Advances in Spatial & Temporal Databases (SSTD), Minneapolis, MN, pp. 149–167 (2011)
132.
go back to reference Sarwat, M., Mokbel, M.F., Zhou, X., Nath, S.: Generic and efficient framework for search trees on flash memory storage systems. GeoInformatica 17(3), 417–448 (2013) Sarwat, M., Mokbel, M.F., Zhou, X., Nath, S.: Generic and efficient framework for search trees on flash memory storage systems. GeoInformatica 17(3), 417–448 (2013)
133.
go back to reference Schierl, A., Schellhorn, G., Haneberg, D., Reif, W.: Abstract specification of the UBIFS file system for flash memory. In: Proceedings of the 16th International Symposium on Formal Methods (FM), Eindhoven, the Netherlands, pp. 190–206 (2009) Schierl, A., Schellhorn, G., Haneberg, D., Reif, W.: Abstract specification of the UBIFS file system for flash memory. In: Proceedings of the 16th International Symposium on Formal Methods (FM), Eindhoven, the Netherlands, pp. 190–206 (2009)
134.
go back to reference Schroeder, B., Lagisetty, R., Merchant, A.: Flash reliability in production: the expected and the unexpected. In: Proceedings of the 14th USENIX Conference on File & Storage Technologies (FAST), Santa Clara, CA, pp. 67–80 (2016) Schroeder, B., Lagisetty, R., Merchant, A.: Flash reliability in production: the expected and the unexpected. In: Proceedings of the 14th USENIX Conference on File & Storage Technologies (FAST), Santa Clara, CA, pp. 67–80 (2016)
135.
go back to reference Shen, Z., Chen, F., Jia, Y., Shao, Z.: Didacache: an integration of device and application for flash-based key-value caching. ACM Trans. Storage 14(3), 26:1–26:32 (2018) Shen, Z., Chen, F., Jia, Y., Shao, Z.: Didacache: an integration of device and application for flash-based key-value caching. ACM Trans. Storage 14(3), 26:1–26:32 (2018)
136.
go back to reference Son, Y., Kang, H., Han, H., Yeom, H.Y.: An empirical evaluation and analysis of the performance of nvm express solid state drive. Clust. Comput. 19(3), 1541–1553 (2016) Son, Y., Kang, H., Han, H., Yeom, H.Y.: An empirical evaluation and analysis of the performance of nvm express solid state drive. Clust. Comput. 19(3), 1541–1553 (2016)
137.
go back to reference Tan, C.C., Sheng, B., Wang, H., Li, Q.: Microsearch: a search engine for embedded devices used in pervasive computing. ACM Trans. Embed. Comput. Syst. 9(4), 43 (2010) Tan, C.C., Sheng, B., Wang, H., Li, Q.: Microsearch: a search engine for embedded devices used in pervasive computing. ACM Trans. Embed. Comput. Syst. 9(4), 43 (2010)
138.
go back to reference Teng, D., Guo, L., Lee, R., Chen, F., Zhang, Y., Ma, S., Zhang, X.: A low-cost disk solution enabling lsm-tree to achieve high performance for mixed read/write workloads. ACM Trans. Storage 14(2), 15 (2018) Teng, D., Guo, L., Lee, R., Chen, F., Zhang, Y., Ma, S., Zhang, X.: A low-cost disk solution enabling lsm-tree to achieve high performance for mixed read/write workloads. ACM Trans. Storage 14(2), 15 (2018)
139.
go back to reference Thonangi, R., Babu, S., Yang, J.: A practical concurrent index for solid-state drives. In: Proceedings of the 21st ACM International Conference on Information & Knowledge Management (CIKM), Maui, HI, pp. 1332–1341 (2012) Thonangi, R., Babu, S., Yang, J.: A practical concurrent index for solid-state drives. In: Proceedings of the 21st ACM International Conference on Information & Knowledge Management (CIKM), Maui, HI, pp. 1332–1341 (2012)
140.
go back to reference Thonangi, R., Yang, J.: On log-structured merge for solid-state drives. In: Proceedings of the 33rd IEEE International Conference on Data Engineering (ICDE), San Diego, CA, pp. 683–694 (2017) Thonangi, R., Yang, J.: On log-structured merge for solid-state drives. In: Proceedings of the 33rd IEEE International Conference on Data Engineering (ICDE), San Diego, CA, pp. 683–694 (2017)
141.
go back to reference Viglas, S.D.: Adapting the B\(^+\)-tree for asymmetric I/O. In: Proceedings of the 16th East European Conference on Advances in Databases & Information Systems (ADBIS), Poznan, Poland, pp. 399–412 (2012) Viglas, S.D.: Adapting the B\(^+\)-tree for asymmetric I/O. In: Proceedings of the 16th East European Conference on Advances in Databases & Information Systems (ADBIS), Poznan, Poland, pp. 399–412 (2012)
142.
go back to reference Wang, H., Feng, J.: FlashSkipList: indexing on flash devices. In: Proceedings of the ACM Turing 50th Celebration Conference (ACM TUR-C), Shanghai, China (2017) Wang, H., Feng, J.: FlashSkipList: indexing on flash devices. In: Proceedings of the ACM Turing 50th Celebration Conference (ACM TUR-C), Shanghai, China (2017)
143.
go back to reference Wang, J., Park, D., Kee, Y.S., Papakonstantinou, Y., Swanson, S.: SSD in-storage computing for list intersection. In: Proceedings of the 12th International Workshop on Data Management on New Hardware (DaMoN). San Francisco, CA (2016) Wang, J., Park, D., Kee, Y.S., Papakonstantinou, Y., Swanson, S.: SSD in-storage computing for list intersection. In: Proceedings of the 12th International Workshop on Data Management on New Hardware (DaMoN). San Francisco, CA (2016)
145.
go back to reference Wang, L., Wang, H.: A new self-adaptive extendible hash index for flash-based DBMS. In: Proceedings of the IEEE International Conference on Information & Automation (ICIA), Harbin, China, pp. 2519–2524 (2010) Wang, L., Wang, H.: A new self-adaptive extendible hash index for flash-based DBMS. In: Proceedings of the IEEE International Conference on Information & Automation (ICIA), Harbin, China, pp. 2519–2524 (2010)
146.
go back to reference Wang, N., Jin, P., Wan, S., Zhang, Y., Yue, L.: OR-tree: an optimized spatial tree index for flash-memory storage systems. In: Proceedings of the 3rd International Conference in Data & Knowledge Engineering (ICDKE), Wuyishan, China, pp. 1–14 (2012) Wang, N., Jin, P., Wan, S., Zhang, Y., Yue, L.: OR-tree: an optimized spatial tree index for flash-memory storage systems. In: Proceedings of the 3rd International Conference in Data & Knowledge Engineering (ICDKE), Wuyishan, China, pp. 1–14 (2012)
147.
go back to reference Wang, P., Sun, G., Jiang, S., Ouyang, J., Lin, S., Zhang, C., Cong, J.: An efficient design and implementation of LSM-tree based key-value store on open-channel SSD. In: Proceedings of the 9th Eurosys Conference, Amsterdam, The Netherlands (2014) Wang, P., Sun, G., Jiang, S., Ouyang, J., Lin, S., Zhang, C., Cong, J.: An efficient design and implementation of LSM-tree based key-value store on open-channel SSD. In: Proceedings of the 9th Eurosys Conference, Amsterdam, The Netherlands (2014)
149.
go back to reference Wu, C.H., Chang, L.P., Kuo, T.W.: An efficient B-tree layer for flash-memory storage systems. In: Revised Papers of the 9th International Conference on Real-Time & Embedded Computing Systems & Applications (RTCSA), Tainan, Taiwan, pp. 409–430 (2003) Wu, C.H., Chang, L.P., Kuo, T.W.: An efficient B-tree layer for flash-memory storage systems. In: Revised Papers of the 9th International Conference on Real-Time & Embedded Computing Systems & Applications (RTCSA), Tainan, Taiwan, pp. 409–430 (2003)
150.
go back to reference Wu, C.H., Chang, L.P., Kuo, T.W.: An efficient R-tree implementation over flash-memory storage systems. In: Proceedings of the 11th ACM International Symposium on Advances in Geographic Information Systems (GIS), New Orleans, LO, pp. 17–24 (2003) Wu, C.H., Chang, L.P., Kuo, T.W.: An efficient R-tree implementation over flash-memory storage systems. In: Proceedings of the 11th ACM International Symposium on Advances in Geographic Information Systems (GIS), New Orleans, LO, pp. 17–24 (2003)
151.
go back to reference Wu, C.H., Kuo, T.W., Chang, L.P.: An efficient B-tree layer implementation for flash-memory storage systems. ACM Trans. Embed. Comput. Syst. 6(3), 19 (2007) Wu, C.H., Kuo, T.W., Chang, L.P.: An efficient B-tree layer implementation for flash-memory storage systems. ACM Trans. Embed. Comput. Syst. 6(3), 19 (2007)
152.
go back to reference Xiang, X., Yue, L., Liu, Z., Wei, P.: A reliable B-tree implementation over flash memory. In: Proceedings of the 23rd ACM Symposium on Applied Computing (SAC), Fortaleza, Brazil, pp. 1487–1491 (2008) Xiang, X., Yue, L., Liu, Z., Wei, P.: A reliable B-tree implementation over flash memory. In: Proceedings of the 23rd ACM Symposium on Applied Computing (SAC), Fortaleza, Brazil, pp. 1487–1491 (2008)
153.
go back to reference Xu, J., Kim, J., Memaripour, A., Swanson, S.: Finding and fixing performance pathologies in persistent memory software stacks. In: Proceedings of the 24th International Conference on Architectural Support for Programming Languages & Operating Systems (ASPLOS), Providence, RI, pp. 427–439 (2019) Xu, J., Kim, J., Memaripour, A., Swanson, S.: Finding and fixing performance pathologies in persistent memory software stacks. In: Proceedings of the 24th International Conference on Architectural Support for Programming Languages & Operating Systems (ASPLOS), Providence, RI, pp. 427–439 (2019)
154.
go back to reference Xu, J., Swanson, S.: NOVA: a log-structured file system for hybrid volatile/non-volatile main memories. In: Proceedings of the 14th USENIX Conference on File & Storage Technologies (FAST), Santa Clara, CA, pp. 323–338 (2016) Xu, J., Swanson, S.: NOVA: a log-structured file system for hybrid volatile/non-volatile main memories. In: Proceedings of the 14th USENIX Conference on File & Storage Technologies (FAST), Santa Clara, CA, pp. 323–338 (2016)
155.
go back to reference Xu, Q., Siyamwala, H., Ghosh, M., Suri, T., Awasthi, M., Guz, Z., Shayesteh, A., Balakrishnan, V.: Performance analysis of NVMe SSDs and their implication on real world databases. In: Proceedings of the 8th ACM International Systems & Storage Conference (SYSTOR), Haifa, Israel (2015) Xu, Q., Siyamwala, H., Ghosh, M., Suri, T., Awasthi, M., Guz, Z., Shayesteh, A., Balakrishnan, V.: Performance analysis of NVMe SSDs and their implication on real world databases. In: Proceedings of the 8th ACM International Systems & Storage Conference (SYSTOR), Haifa, Israel (2015)
156.
go back to reference Yang, C., Jin, P., Yue, L., Zhang, D.: Self-adaptive Linear hashing for solid state drives. In: Proceedings of the 32nd IEEE International Conference on Data Engineering (ICDE), Helsinki, Finland, pp. 433–444 (2016) Yang, C., Jin, P., Yue, L., Zhang, D.: Self-adaptive Linear hashing for solid state drives. In: Proceedings of the 32nd IEEE International Conference on Data Engineering (ICDE), Helsinki, Finland, pp. 433–444 (2016)
157.
go back to reference Yang, C.W., Lee, K.Y., Kim, M.H., Lee, Y.J.: An efficient dynamic hash index structure for NAND flash memory. IEICE Trans. Fundam. Electron. Commun. 92–A(7), 1716–1719 (2009) Yang, C.W., Lee, K.Y., Kim, M.H., Lee, Y.J.: An efficient dynamic hash index structure for NAND flash memory. IEICE Trans. Fundam. Electron. Commun. 92–A(7), 1716–1719 (2009)
158.
go back to reference Yang, J., Wei, Q., Chen, C., Wang, C., Yong, K.L., He, B.: NV-tree: reducing consistency cost for NVM-based single level systems. In: Proceedings of the 13th USENIX Conference on File & Storage Technologies (FAST), Santa Clara, CA, pp. 167–181 (2015) Yang, J., Wei, Q., Chen, C., Wang, C., Yong, K.L., He, B.: NV-tree: reducing consistency cost for NVM-based single level systems. In: Proceedings of the 13th USENIX Conference on File & Storage Technologies (FAST), Santa Clara, CA, pp. 167–181 (2015)
159.
go back to reference Yang, Z., Harris, J.R., Walker, B., Verkamp, D., Liu, C., Chang, C., Cao, G., Stern, J., Verma, V., Paul, L.E.: SPDK: a development kit to build high performance storage applications. In: Proceedings of the IEEE International Conference on Cloud Computing Technology & Science (CloudCom), Hong Kong, China, pp. 154–161 (2017) Yang, Z., Harris, J.R., Walker, B., Verkamp, D., Liu, C., Chang, C., Cao, G., Stern, J., Verma, V., Paul, L.E.: SPDK: a development kit to build high performance storage applications. In: Proceedings of the IEEE International Conference on Cloud Computing Technology & Science (CloudCom), Hong Kong, China, pp. 154–161 (2017)
160.
go back to reference Yin, S., Pucheral, P.: PBFilter: a flash-based indexing scheme for embedded systems. Inf. Syst. 37(7), 634–653 (2012) Yin, S., Pucheral, P.: PBFilter: a flash-based indexing scheme for embedded systems. Inf. Syst. 37(7), 634–653 (2012)
161.
go back to reference Zobel, J., Moffat, A.: Inverted files for text search engines. ACM Comput. Surv. 38(2), 6 (2006) Zobel, J., Moffat, A.: Inverted files for text search engines. ACM Comput. Surv. 38(2), 6 (2006)
Metadata
Title
Indexing in flash storage devices: a survey on challenges, current approaches, and future trends
Authors
Athanasios Fevgas
Leonidas Akritidis
Panayiotis Bozanis
Yannis Manolopoulos
Publication date
03-08-2019
Publisher
Springer Berlin Heidelberg
Published in
The VLDB Journal / Issue 1/2020
Print ISSN: 1066-8888
Electronic ISSN: 0949-877X
DOI
https://doi.org/10.1007/s00778-019-00559-8

Other articles of this Issue 1/2020

The VLDB Journal 1/2020 Go to the issue

Premium Partner