Skip to main content
Top

2021 | OriginalPaper | Chapter

Design of Artificial Intelligence Converged Media Experimental System

Authors : Xiao Li, Dongfei Wang, Zheng Li, Xiao Hu, Wei Bai, Bowen Liu

Published in: Signal and Information Processing, Networking and Computers

Publisher: Springer Singapore

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

search-config
loading …

Abstract

Converged media is increasingly becoming a hot technology which integrates multiple media forms due to the development of the 5G mobile communication technology. With up to 10 Gb/s theoretical downstream speed, converged media, including text, ultra-high definition video, 3D audio and mobile applications, are gradually becoming an important development direction of media technology in China. In this paper, a deep learning based artificial intelligence converged media experimental system is designed and built. Specially, we study the methods and technologies of text generation, processing and summarization in converged media system, with emphasis on the webpage content crawling, speech to text technology application and automatic text summarization. To deal with redundant contents, we present Counting Bloom Filter combined Shingling algorithm (CBFCS algorithm) to filter URLs and near-duplicates text. Scheduling Algorithm is used among multi- servers to deal with a large amount of AI tasks. Extensive experiments confirm the effectiveness of our methods.

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 Heydon, A., Najork, M.: Mercator: a scalable, extensible Web crawler. World Wide Web 2(4), 219–229 (1999)CrossRef Heydon, A., Najork, M.: Mercator: a scalable, extensible Web crawler. World Wide Web 2(4), 219–229 (1999)CrossRef
2.
go back to reference Cafarella, M.J., Cutting, D.R.: Building nutch: open source search. In: Proceedings of ACM Queue, pp. 54~61 (2004) Cafarella, M.J., Cutting, D.R.: Building nutch: open source search. In: Proceedings of ACM Queue, pp. 54~61 (2004)
3.
go back to reference Yin, F., He, X., Liu, Z.: Research on scrapy-based distributed crawler system for crawling semi-structure information at high speed. In: IEEE 4th International Conference on Computer and Communications (ICCC), Chengdu, China, pp. 1356–1359 (2018) Yin, F., He, X., Liu, Z.: Research on scrapy-based distributed crawler system for crawling semi-structure information at high speed. In: IEEE 4th International Conference on Computer and Communications (ICCC), Chengdu, China, pp. 1356–1359 (2018)
4.
go back to reference Amodei, D., et al: Deep speech 2: end-to-end speech recognition in english and mandarin. In: Computer Conference (2015) Amodei, D., et al: Deep speech 2: end-to-end speech recognition in english and mandarin. In: Computer Conference (2015)
5.
go back to reference Zhang, S., Lei, M., Yan, Z., Dai, L.: Deep-FSMN for large vocabulary continuous speech recognition. In: ICASSP, Calgary, AB, Canada, pp. 5869–5873 (2018) Zhang, S., Lei, M., Yan, Z., Dai, L.: Deep-FSMN for large vocabulary continuous speech recognition. In: ICASSP, Calgary, AB, Canada, pp. 5869–5873 (2018)
6.
go back to reference Zhang, J., Wang, T., Wan, X.: PKUSUMSUM: a java platform for multilingual document summarization. In: COLING, Osaka, Japan, pp. 287–291 (2016) Zhang, J., Wang, T., Wan, X.: PKUSUMSUM: a java platform for multilingual document summarization. In: COLING, Osaka, Japan, pp. 287–291 (2016)
7.
go back to reference Liu, W., Guo, Y.-B., Huang, P.: Pattern matching engine based on multi-dimensional bloom filters. J. Comput. Appl. 31(1), 107–109 (2011) Liu, W., Guo, Y.-B., Huang, P.: Pattern matching engine based on multi-dimensional bloom filters. J. Comput. Appl. 31(1), 107–109 (2011)
8.
go back to reference Broder, A., Mitzenmacher, M.: Network applications of bloom filters: a survey. Internet Math. 1(4), 485–509 (2004)MathSciNetCrossRef Broder, A., Mitzenmacher, M.: Network applications of bloom filters: a survey. Internet Math. 1(4), 485–509 (2004)MathSciNetCrossRef
9.
go back to reference Yao, Y., Peng, L., Li, B.: An improved method based on the recursive shingling algorithm. In: IEEE 12th International Conference on Fuzzy Systems and Knowledge Discovery, Zhangjiajie, China, pp. 1360–1365 (2016) Yao, Y., Peng, L., Li, B.: An improved method based on the recursive shingling algorithm. In: IEEE 12th International Conference on Fuzzy Systems and Knowledge Discovery, Zhangjiajie, China, pp. 1360–1365 (2016)
10.
go back to reference Zhao, J., Zhu, P., Yang, L.H.: Effective data localization using consistent hashing in cloud time-series databases. In: Applied Mechanics and Materials, vol. 347–350, pp. 2246–2251 (2013) Zhao, J., Zhu, P., Yang, L.H.: Effective data localization using consistent hashing in cloud time-series databases. In: Applied Mechanics and Materials, vol. 347–350, pp. 2246–2251 (2013)
Metadata
Title
Design of Artificial Intelligence Converged Media Experimental System
Authors
Xiao Li
Dongfei Wang
Zheng Li
Xiao Hu
Wei Bai
Bowen Liu
Copyright Year
2021
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-33-4102-9_82

Premium Partner