DOI QR코드

DOI QR Code

Future Trends of AI-Based Smart Systems and Services: Challenges, Opportunities, and Solutions

  • Lee, Daewon (Dept. of Computer Science and Engineering, Seokyeong University) ;
  • Park, Jong Hyuk (Dept. of Computer Science and Engineering, Seoul National University of Science & Technology (SeoulTech))
  • 투고 : 2019.07.12
  • 심사 : 2019.08.13
  • 발행 : 2019.08.31

초록

Smart systems and services aim to facilitate growing urban populations and their prospects of virtual-real social behaviors, gig economies, factory automation, knowledge-based workforce, integrated societies, modern living, among many more. To satisfy these objectives, smart systems and services must comprises of a complex set of features such as security, ease of use and user friendliness, manageability, scalability, adaptivity, intelligent behavior, and personalization. Recently, artificial intelligence (AI) is realized as a data-driven technology to provide an efficient knowledge representation, semantic modeling, and can support a cognitive behavior aspect of the system. In this paper, an integration of AI with the smart systems and services is presented to mitigate the existing challenges. Several novel researches work in terms of frameworks, architectures, paradigms, and algorithms are discussed to provide possible solutions against the existing challenges in the AI-based smart systems and services. Such novel research works involve efficient shape image retrieval, speech signal processing, dynamic thermal rating, advanced persistent threat tactics, user authentication, and so on.

키워드

참고문헌

  1. H. Yan, Y. Wang, X. Zhou, L. Liang, Z. Yin, and W. Wang, "Dynamic thermal rating of overhead transmission lines based on GRAPES numerical weather forecast," Journal of Information Processing Systems, vol. 15, no. 4, pp. 724-736, 2019. https://doi.org/10.3745/JIPS.04.0122
  2. G. Xu, K. Xiao, and C. Li, "Shape description and retrieval using included-angular ternary pattern," Journal of Information Processing Systems, vol. 15, no. 4, pp. 737-747, 2019. https://doi.org/10.3745/JIPS.02.0114
  3. D. Cao, Z. Chen, and X. Gao, "Research on noise reduction algorithm based on combination of LMS Filter and Spectral Subtraction," Journal of Information Processing Systems, vol. 15, no. 4, pp. 748-764, 2019. https://doi.org/10.3745/JIPS.04.0123
  4. J. H. Jo, P. K. Sharma, J. C. S. Sicato, and J. H. Park, "Emerging technologies for sustainable smart city network security: issues, challenges and countermeasures," Journal of Information Processing Systems, vol. 15, no. 4, pp. 765-784, 2019. https://doi.org/10.3745/JIPS.03.0124
  5. L. Hou, Y. Guo, and J. Cao, "The improved Joint Bayesian method for person re-identification across different camera," Journal of Information Processing Systems, vol. 15, no. 4, pp. 785-796, 2019. https://doi.org/10.3745/JIPS.04.0124
  6. K. Gafurov, and T. M. Chung, "Comprehensive survey on Internet of Things, architecture, security aspects, applications, related technologies, economic perspective and future directions," Journal of Information Processing Systems, vol. 15, no. 4, pp. 797-819, 2019. https://doi.org/10.3745/JIPS.03.0125
  7. Y. Zhang, J. Li, X. Liu, and D. C. Liu, "Robust ultrasound multigate blood volume flow estimation," Journal of Information Processing Systems, vol. 15, no. 4, pp. 820-832, 2019. https://doi.org/10.3745/JIPS.01.0046
  8. N. Srilakshmi and A. K. Sangaiah, "Selection of machine learning techniques for network lifetime parameters and synchronization issues in wireless networks," Journal of Information Processing Systems, vol. 15, no. 4, pp. 833-852, 2019. https://doi.org/10.3745/JIPS.04.0125
  9. D. Xu, J. Pan, B. Wang, M. Liu, and Q. Kang, "Information dissemination model of microblogging with Internet marketers," Journal of Information Processing Systems, vol. 15, no. 4, pp. 853-864, 2019. https://doi.org/10.3745/JIPS.04.0126
  10. P. N. Bahrami, A. Dehghantanha, T. Dargahi, R. M. Parizi, K. K. R. Choo, and H. H. S. Javadi, "Cyber Kill Chain-based taxonomy of advanced, persistent threat actors: analogy of tactics, techniques, and procedures," Journal of Information Processing Systems, vol. 15, no. 4, pp. 865-889, 2019. https://doi.org/10.3745/JIPS.03.0126
  11. S. Ji, C. Chen, and Y. Zhang, "FPGA implementation of SC-FDE timing synchronization algorithm," Journal of Information Processing Systems, vol. 15, no. 4, pp. 890-903, 2019. https://doi.org/10.3745/JIPS.04.0127
  12. B. W. Kwon, P. K. Sharma, and J. H. Park, "CCTV based multi-factor authentication system," Journal of Information Processing Systems, vol. 15, no. 4, pp. 904-919, 2019. https://doi.org/10.3745/JIPS.03.0127
  13. C. Zhang, and L. Y. Song, "Can properly raised debts help increase the profits of industrial enterprises?," Journal of Information Processing Systems, vol. 15, no. 4, pp. 920-930, 2019. https://doi.org/10.3745/JIPS.04.0128
  14. C. G. Lim, Y. S. Jeong, and H. J. Choi, "Survey of temporal information extraction," Journal of Information Processing Systems, vol. 15, no. 4, pp. 931-956, 2019. https://doi.org/10.3745/JIPS.04.0129
  15. J. Huang, X. Wang, and J. Wang, "Kernel Fisher discriminant analysis for natural gait cycle based gait recognition," Journal of Information Processing Systems, vol. 15, no. 4, pp. 957-966, 2019. https://doi.org/10.3745/JIPS.02.0115
  16. D. G. Lee, and Y. S. Seo, "Systematic review of bug report processing techniques to improve software management performance," Journal of Information Processing Systems, vol. 15, no. 4, pp. 967-985, 2019. https://doi.org/10.3745/JIPS.04.0130
  17. W. Jia, Q. Hua, M. Zhang, R. Chen, X. Ji, and B. Wang, "Mobile user interface pattern clustering using improved semi-supervised kernel fuzzy clustering method," Journal of Information Processing Systems, vol. 15, no. 4, pp. 986-1016, 2019. https://doi.org/10.3745/JIPS.04.0131
  18. M. T. N. Truong and S. Kim, "A tracking-by-detection system for pedestrian tracking using deep learning technique and color information," Journal of Information Processing Systems, vol. 15, no. 4, pp. 1017-1028, 2019. https://doi.org/10.3745/JIPS.04.0132