EXPLORING THE COMPETITIVE ADVANTAGES OF AN INNOVATIVE ONLINE MUSIC PRODUCTION FRAMEWORK COMBINED WITH DEEP LEARNING
DOI:
https://doi.org/10.7903/ijecs.1933Keywords:
Internet , Deep learning, Music Production, Innovative operation modelAbstract
This research constructs an online music production process framework, explains the operation process of the system process, and conducts comparative analysis, competitive analysis, and innovative business model analysis with the current industry situation, and finally puts forward conclusions. This research can provide strategic suggestions for future scholars and industry development. In this study, through the concept of internet plus, the framework process of Internet + and Deep learning combining music production system (I + DLMP) is proposed, and each work process and the main work content of each module in the system are described. This study uses upstream, midstream and downstream industry roles for comparison and uses an innovative operating model to describe the overall industry transformation. Through this research, we can more clearly see the blueprint for the future application development of music production, and provide operators with a competitive advantage strategy.References
S.-S. Weng and H.-C. Chen, "Exploring the Role of Deep Learning Technology in the Sustainable Development of the Music Production Industry," Sustainability, vol. 12, no. 2, p. 625, 2020.
A. H. Weis, "Commercialization of the Internet," Internet Research, vol. 20, pp. 420-435, 2010.
G. Graham, B. Burnes, G. J. Lewis, and J. Langer, "The transformation of the music industry supply chain: A major label perspective," International Journal of Operations & Production Management, vol. 24, pp. 1087-1103, 2004.
P. M. C. Swatman, C. Krueger, and K. van der Beek, "The changing digital content landscape: An evaluation of e‐business model development in European online news and music," Internet Research, vol. 16, pp. 53-80, 2006.
J. Lu, C. S. Yu, C. Liu, and J. E. Yao, "Technology acceptance model for wireless Internet," Internet Research, vol. 13, pp. 206-222, 2003.
A. Research, "The consumer-centric C2B is the next business model of "Internet + age"," 2016.
Y.-Y. Yeh, "A Study of Collaborative Commerce Platform of Machinery Industry in the Cloud," ed, 2012.
X. S. Xue Wenwei, "Fair Collaboration," 2009.
S.-H. Lee, "Cloud services platform for collaborative knowledge management into new product development- A case Study of SMEs," ed, 2011.
M. Group, "The Four Horsemen of Collaboration," META Group, 2001.
NIST, "NIST," 2009.
R. Viglianti, "MusicXML: An XML Based Approach to Musicological Analysis," in Digital Humanities, Book of Abstracts, ed, 2007, pp. 235-237.
Y. Wan-jun, "From MIDI to MusicXML-The Development of Computer Music Score Information Exchange Format," Entertainment Technology, pp. 45-49, 2014.
P. R. Webster and D. B. Williams, "Experiencing Music Technology," p. 504, 2008.
I.-H. Lee, "The Research of Application of Digital Sound Technology into Music Composing," ed, 2006, p. 91.
M. Good, "MusicXML for Notation and Analysis," The Virtual Score: Representation, Retrieval, Restoration,, vol. 12, pp. 113-124, 2001.
A. Kirke and E. R. Miranda, "A survey of computer systems for expressive music performance," ACM Computing Surveys, vol. 42, pp. 1-41, 2009.
E. Begoli and J. Horey, "Design Principles for Effective Knowledge Discovery from Big Data," in 2012 Joint Working IEEE/IFIP Conference on Software Architecture and European Conference on Software Architecture, ed, 2012, pp. 215-218.
T. Kirson and J.-y. Lee, "Music Project," 1984.
Note names, MIDI numbers and frequencies. Available: https://newt.phys.unsw.edu.au/jw/notes.html
Why keys are arranged in a geometric sequence. Available: https://wenku.baidu.com/view/ca76790cb52acfc789ebc9bb.html
Frequency. Available: https://en.wikipedia.org/wiki/Frequency
N. Upadhyay and A. Karmakar, "Spectral Subtractive-Type Algorithms for Enhancement of Noisy Speech: An Integrative Review," … Journal of Image, Graphics and Signal …, vol. 5, pp. 13-22, 2013.
Y. A. Ephraim, H. L.; Roberts, W., "A brief survey of speech enhancement: the electrical engineering handbook," 2006.
Y. Ephraim and I. Cohen, "Recent Advancements in Speech Enhancement," Circuits, signals, and speech and image processing, pp. 385-399, 2006.
Y. Ephraim and Y. Ephraim, "Statistical-Model-Based Speech Enhancement Systems," Proceedings of the IEEE, vol. 80, pp. 1526-1555, 1992.
Y. Gong, "Speech recognition in noisy environments: A survey," Speech Communication, vol. 16, pp. 261-291, 1995.
M. Berouti, R. Schwartz, and J. Makhoul, "Enhancement of speech corrupted by acoustic noise," in ICASSP '79. IEEE International Conference on Acoustics, Speech, and Signal Processing vol. 4, ed, 1979, pp. 208-211.
B. L. Sim, Y. C. Tong, J. S. Chang, and C. T. Tan, "A parametric formulation of the generalized spectral subtraction method," IEEE Transactions on Speech and Audio Processing, vol. 6, pp. 328-336, 1998.
M. Bhatnagar and P. C. Loizou, "A cross-correlation technique for enhancing speech corrupted with correlated noise," 2001 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings (Cat. No.01CH37221), pp. 673-676, 2001.
P. Lockwood and J. Boudy, "Experiments with a nonlinear spectral subtractor (NSS), hidden Markov models and the projection, for robust speech recognition in cars," Speech communication, vol. 11, no. 2-3, pp. 215-228, 1992.
S. Kamath, P. Loizou, and U. States, "a Multi-Band Spectral Subtraction Method for Enhancing Speech Corrupted By Colored Noise an Event-Based Acoustic-Phonetic Approach for Speech Segmentation and E-Set Recognition," in Proceedings of International Conference on Acoustics, Speech, and Signal Processing, Orlando, USA, vol. 4, p. 7803, 2002.
M. A. Abd El-Fattah, M. I. Dessouky, S. M. Diab, and F. E. Abd El-samie, "Speech Enhancement Using an Adaptive Wiener Filtering Approach," Progress In Electromagnetics Research M, vol. 4, pp. 167-184, 2008.
S. O. Non-member and T. Shimamura, "Reinforced Spectral Subtraction Method to Enhance Speech Signal," Evaluation, pp. 242-245, 2001.
P. Sovka, P. Pollak, and J. Kybic, "Extended Spectral Subtraction," in European Signal Processing Conference (EUSIPCO--96, pp. 963-966, 1996.
N. Virag, "Single channel speech enhancement based on masking properties of the human auditory system," IEEE Transactions on Speech and Audio Processing, vol. 7, pp. 126-137, 1999.
S. F. Boll, "Supression of noise in speech using the saber method," Ieee, vol. 3, pp. 606-609, 1978.
S. Boll, "Suppression of acoustic noise in speech using spectral subtraction," IEEE Transactions on Acoustics, Speech and Signal Processing, vol. 27, pp. 113-120, 1979.
S. Boll, "A spectral subtraction algorithm for suppression of acoustic noise in speech," in Acoustics, Speech, and Signal Processing, IEEE International Conference on ICASSP'79., 1979, vol. 4, pp. 200-203: IEEE.
H. T. Yeh, J. S. Chiou, and T. J. Zhou, "A karaoke system with real-time media merging and sharing functions for a cloud-computing-integrated mobile device," Mathematical Problems in Engineering, vol. 2013, 2013.
Y. LeCun, Y. Bengio, and G. Hinton, "Deep learning," Nature, vol. 521, no. 7553, pp. 436-444, 2015.
J. Schmidhuber, "Deep learning in neural networks: An overview," Neural networks, vol. 61, pp. 85-117, 2015.
S. Lawrence, C. L. Giles, A. C. Tsoi, and A. D. Back, "Face recognition: A convolutional neural-network approach," IEEE transactions on neural networks, vol. 8, no. 1, pp. 98-113, 1997.
M. I. Jordan, "Serial order: A parallel distributed processing approach," Advances in psychology, vol. 121, pp. 471-495, 1997.
J. L. Elman, "Finding structure in time," Cognitive science, vol. 14, no. 2, pp. 179-211, 1990.
S. Hochreiter and J. Schmidhuber, "Long short-term memory," Neural computation, vol. 9, no. 8, pp. 1735-1780, 1997.
H. Hild, J. Feulner, and W. Menzel, "HARMONET: A neural net for harmonizing chorales in the style of JS Bach," in Advances in neural information processing systems, 1992, pp. 267-274.
D. Hörnel and P. Degenhardt, "A NeuralOrganist Improvising Baroque-Style Melodic Variations," 1997.
D. Hörnel and W. Menzel, "Learning musical structure and style with neural networks," Computer Music Journal, vol. 22, no. 4, pp. 44-62, 1998.
M. C. Mozer, "Neural network music composition by prediction: Exploring the benefits of psychoacoustic constraints and multi-scale processing," Connection Science, vol. 6, no. 2-3, pp. 247-280, 1994.
D. Eck and J. Schmidhuber, "A first look at music composition using lstm recurrent neural networks," Istituto Dalle Molle Di Studi Sull Intelligenza Artificiale, vol. 103, 2002.
I. Sutskever, G. E. Hinton, and G. W. Taylor, "The recurrent temporal restricted boltzmann machine," in Advances in Neural Information Processing Systems, 2009, pp. 1601-1608.
N. Boulanger-Lewandowski, Y. Bengio, and P. Vincent, "Modeling temporal dependencies in high-dimensional sequences: Application to polyphonic music generation and transcription," arXiv preprint arXiv:1206.6392, 2012.
M. Schuster and K. K. Paliwal, "Bidirectional recurrent neural networks," IEEE Transactions on Signal Processing, vol. 45, no. 11, pp. 2673-2681, 1997.
I. Malik, "Neural Translation of Musical Style," master, COMPUTER SCIENCE, University of Bristol, 2017.
T. Kubo. Next Music Production by Google Magenta. Available: https://www.slideshare.net/takahirokubo7792/tech-circle-23-next-music-productionby-google-magenta
J. Engel et al., "Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders," arXiv preprint arXiv:1704.01279, 2017.
B. L. Sturm et al., "Machine learning research that matters for music creation: A case study," Journal of New Music Research, vol. 48, no. 1, pp. 36-55, 2019.
S.-S. C. Weng, Hung-Chia, "Exploring the Role of Deep Learning Technology in the Sustainable Development of the Music Production Industry.," Sustainability, vol. 12, no. 2, p. 625, 2020.
S.-R. Jen, Q.-t. Guo, S.-p. Wang, Y.-r. Yang, C.-h. Yan, and G.-j. Zhou, "Introduction and Application of Multimedia [Third Edition]," 2008.
T.-H. Tu, "Design and Implementation of Embedded Network Audio Broadcasting Receiver System," ed, 2010, p. 103.
Y.-T. Liu, "Design and Implementation of Adaptive Streaming Media Player based on HTTP Live Streaming Protocol," ed, 2012, p. 56.
S.-H. Lu, "Design and Implementation of Mobile Multi-Media Streaming Service andManagement System – with Museum as a Case Study," ed, 2012, p. 75.
T. Berners-Lee, R. Fielding, and H. Frystyk, "Hypertext Transfer Protocol–HTTP/1.0," Network Working Group, pp. 1-122, 1996.
W. Contributors, "Transmission Control Protocol," Wikipedia, The Free Encyclopedia., 2014.
H. Schulzrinne, A. Rao, and R. Lanphier, "Real Time Streaming Protocol (RTSP)," Request for Comments (RFC) 2326, 1998.
H. Schulzrinne, S. Casner, R. Frederick, and V. Jacobson, "RTP: A Transport Protocol for Real-Time Applications," Request for Comments (RFC) 3550, pp. 1-89, 2003.
W. Goralski, "User Datagram Protocol," The Illustrated Network, pp. 259-278, 2009.
J. Ott, J. Chesterfield, and E. Schooler, "RTP Control Protocol (RTCP) Extensions for Single-Source Multicast Sessions with Unicast Feedback," Request for Comments (RFC) 5760, pp. 1-66, 2010.
(2011). Asio, Asio 4All, Ks, Was Api. Available: http://www.360doc.com/content/11/0910/12/7558399_147244236.shtml
J. B. Meisel and T. S. Sullivan, "The impact of the Internet on the law and economics of the music industry," info, vol. 4, pp. 16-22, 2002.
P. Preston and J. Rogers, "Social networks, legal innovations and the “new” music industry," info, vol. 13, pp. 8-19, 2011.
Y.-h. Lo, "From the application of computer and audio technology to explore the concept of digital music creation and practice," ed, 2009, p. 58.
J. Braasch, "A cybernetic model approach for free jazz improvisations," Kybernetes, vol. 40, pp. 984-994, 2011.
M. E. Porter, "Creating and sustaining superior performance," Competitive Advantage, 1998.
B. Kogut, "Designing Global Strategies: Profiting from Operational Flexibility," Sloan Management Review, vol. 27, pp. 27-38, 1985.
L.-w. Liu, "The Influence of Textbook Digitalization on the Value Chain of College Textbook Publishing Industry," ed, 2009, p. 84.
D. Mitchell and C. Coles, "The ultimate competitive advantage of continuing business model innovation," Journal of Business Strategy, vol. 24, pp. 15-21, 2003.
A. Osterwalder and Y. Pigneur, "Clarifying Business Models : Origins , Present , and Future of the Concept Clarifying Business Models : Origins , Present , and Future of the Concept," Communications of the association for Information Systems, vol. 15, pp. 1-125, 2005.
A. Osterwalder and Y. Pigneur, "An ontology for e-business models," Value Creation from E-Business Models, pp. 65-97, 2004.
J.-L. BAI, "Explore the Taiwan online music business model," ed, 2007, p. 78.
A. G. Pateli and G. M. Giaglis, "Technology innovation‐induced business model change: a contingency approach," Journal of Organizational Change Management, vol. 18, pp. 167-183, 2005.