このプレプリントは論文として出版されています
DOI: https://doi.org/10.12792/iciae2017.027
プレプリント / バージョン1

ウェアラブルセンサーを用いたバイタルデータ解析プラットフォームの提案

##article.authors##

  • 山登, 庸次 NTT

DOI:

https://doi.org/10.51094/jxiv.1192

キーワード:

IoT、 ウェアラブルセンサー、 クラウドコンピューティング、 Sparkストリーミング、 リアルタイム処理

抄録

本稿では、バイタルデータをリアルタイムアクションに活用するための既存の問題を解決するバイタルデータ分析プラットフォームを提案する。近年、IoT技術は進歩しているが、ヘルスケア分野では、分析されたバイタルデータに基づくリアルタイムアクションはまだ十分に考慮されていない。その原因は、ストリーム/マイクロバッチ処理の分析方法の適切な使用とネットワークコストである。既存の問題を解決するために、私たちはバイタルデータ分析プラットフォームを提案する。私たちのプラットフォームは、ウェアラブルバイタルセンサーの例を使用して心電図と加速度のバイタルデータを収集し、スマートフォンまたはクラウドでそれらを分析して、姿勢、疲労、リラックスを抽出する。私たちのプラットフォームは、分析された危険な姿勢や疲労レベルの変化を表示できる。私たちはプラットフォームを実装し、現在、フィールドテストを準備している。

山登庸次,"ウェアラブルセンサーを用いたバイタルデータ解析プラットフォームの提案," The 5th IIAE International Conference on Industrial Application Engineering 2017 (ICIAE 2017), 2017年3月

利益相反に関する開示

著者は,この原稿と競合する利害関係がないことを宣言する.

ダウンロード *前日までの集計結果を表示します

ダウンロード実績データは、公開の翌日以降に作成されます。

引用文献

M. Hermann, T. Pentek and B. Otto, "Design Principles for Industrie 4.0 Scenarios," Working Draft, Rechnische Universitat Dortmund. 2015, http://www.snom.mb.tu-dortmund.de/cms/de/forschung/Arbeitsberichte/Design-Principles-for-Industrie-4_0-Scenarios.pdf

P. C. Evans and M. Annunziata, "Industrial Internet: Pushing the Boundaries of Minds and Machines," Technical report of General Electric (GE), Nov. 2012. http://www.ge.com/docs/chapters/Industrial_Internet.pdf

AWS IoT Platform website, https://aws.amazon.com/iot/how-it-works/?nc1=h_ls

M. Takemoto, Y. Yamato and H. Sunaga, “Service Elements and Service Templates for Adaptive Service Composition in a Ubiquitous Computing Environment,” The 9th Asia-Pacific Conference on Communications (APCC2003), Vol.1, pp. 335-338, Penang, Sep. 2003.

Y. Yamato, Y. Nakano and H. Sunaga, "Study and Evaluation of Context-Aware Service Composition and Change-Over Using BPEL Engine and Semantic Web Techniques," IEEE Consumer Communications and Networking Conference (CCNC 2008), pp.863-867, Jan. 2008.

Y. Yokohata, Y. Yamato, M. Takemoto and H. Sunaga, “Service Composition Architecture for Programmability and Flexibility in Ubiquitous Communication Networks,” IEEE International Symposium on Applications and the Internet Workshops (SAINTW'06), pp.145-148, Phoenix, Jan. 2006.

Y. Yamato, H. Ohnishi and H. Sunaga, “Development of Service Control Server for Web-Telecom Coordination Service,” IEEE International Conference on Web Services (ICWS 2008), pp.600-607, Beijing, Sep. 2008.

H. Sunaga, Y. Yamato, H. Ohnishi, M. Kaneko, M. Iio and M. Hirano, “Service Delivery Platform Architecture for the Next-Generation Network,” ICIN2008, Session 9-A, Bordeaux, Oct. 2008.

S. Arakawa, "Development and Deployment of KOMTRAX Step 2," Komatsu Technical Report Vol.48, No.150, 2002.

Hortonworks data platform website, http://hortonworks.com/

S. Tsukada, H. Nakashima and K. Torimitsu, "Conductive Polymer Combined Silk Fiber Bundle for Bioelectrical Signal Recording", PLoS ONE, Vol.7, No.4, pp.e33689, 2012

NTT Docomo press release website, https://www.nttdocomo.co.jp/english/info/media_center/pr/2015/0708_00.html

Toami web site (Japanese), http://www.m2m-cloud.jp/

N. Marz. "STORM: Distributed and fault-tolerant realtime computation," 2013. http://storm-project.net.

M. Zaharia, M. Chowdhury, M. J. Franklin, S. Shenker and I. Stoica, "Spark: Cluster computing with working sets," Proceedings of the 2nd USENIX Conference on Hot Topics in Cloud Computing, 2010.

J.Dean, and S. Ghemawat, "MapReduce: Simplified data processing on large clusters," In proceedings of the 6th Symposium on Opearting Systems Design and Implementation (OSDI'04), pp.137-150, Dec. 2004.

K. Shvachko, Hairong Kuang, S. Radia and R. Chansler, "The Hadoop Distributed File System," IEEE 26th Symposium on Mass Storage Systems and Technologies (MSST2010), pp.1-10, May 2010.

Sony SmartEyeglass web site, http://developer.sonymobile.com/products/smarteyeglass/

Y. Yamato, Y. Nishizawa, S. Nagao and K. Sato, “Fast and Reliable Restoration Method of Virtual Resources on OpenStack,” IEEE Transactions on Cloud Computing, DOI: 10.1109/TCC.2015.2481392, 12 pages, Sep. 2015.

Y. Yamato, N. Shigematsu and N. Miura, “Evaluation of Agile Software Development Method for Carrier Cloud Service Platform Development,” IEICE Transactions on Information & Systems, Vol.E97-D, No.11, pp.2959-2962, Nov. 2014.

Y. Yamato, S. Katsuragi, S. Nagao and N. Miura, “Software Maintenance Evaluation of Agile Software Development Method Based on OpenStack,” IEICE Transactions on Information & Systems, Vol.E98-D, No.7, pp.1377-1380, July 2015.

Y. Yamato, Y. Nishizawa, M. Muroi and K. Tanaka, “Development of Resource Management Server for Production IaaS Services Based on OpenStack,” Journal of Information Processing, Vol.23, No.1, pp.58-66, Jan. 2015.

Y. Yamato, “Performance-Aware Server Architecture Recommendation and Automatic Performance Verification Technology on IaaS Cloud,” Service Oriented Computing and Applications, Springer, DOI: 10.1007/s11761-016-0201-x, Nov. 2016.

hitoe transmitter SDK web site, https://dev.smt.docomo.ne.jp/?p=docs.api.page&api_name=iot_control&p_name=api_usage_scenario

K. Yokoyama and I. Takahashi, "Feasibility Study on Estimating Subjective Fatigue from Heart Rate Time Series," IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, Vol.96, No.11, pp.756-762, 2013. (in Japanese)

Stephen. W. Porges, "Cardiac vagal tone: a physiological index of stress," Neuroscience and Biobehavioral Reviews, Vol.19, No.2, pp.225-233, 1995.

Y. Yamato, M. Muroi, K. Tanaka and M. Uchimura, “Development of Template Management Technology for Easy Deployment of Virtual Resources on OpenStack,” Journal of Cloud Computing, Springer, 2014, 3:7, DOI: 10.1186/s13677-014-0007-3, 12 pages, June 2014.

Y. Yamato, “Automatic verification technology of software patches for user virtual environments on IaaS cloud,” Journal of Cloud Computing, Springer, 2015, 4:4, DOI: 10.1186/s13677-015-0028-6, 14 pages, Feb. 2015.

Y. Yamato, “Optimum Application Deployment Technology for Heterogeneous IaaS Cloud,” Journal of Information Processing, Vol.25, No.1, Jan. 2017.

Y. Nakano, Y. Yamato, M. Takemoto and H. Sunaga, “Method of creating web services from web applications,” IEEE International Conference on Service-Oriented Computing and Applications (SOCA 2007), pp.65-71, Newport Beach, June 2007.

Y. Yamato, H. Ohnishi and H. Sunaga, "Study of Service Processing Agent for Context-Aware Service Coordination," IEEE International Conference on Service Computing (SCC 2008), pp.275-282, July 2008.

Y. Yamato and H. Sunaga, “Context-Aware Service Composition and Component Change-over using Semantic Web Techniques,” IEEE International Conference on Web Services (ICWS 2007), pp.687-694, Salt Lake City, July 2007.

M. Takemoto, T. Ohishi, T. Iwata, Y. Yamato, T. Tanaka, S. Tokumoto, N. Shimamoto, A. Kurokawa, H. Sunaga and K. Koyanagi, "Service-composition Method and Its Implementation in Service-provision Architecture for Ubiquitous Computing Environments," IPSJ Journal, Vol.46, No.2, pp.418-433, Feb. 2005. (in Japanese)

Y. Yamato, Y. Tanaka and H. Sunaga, “Context-aware Ubiquitous Service Composition Technology,” The IFIP International Conference on Research and Practical Issues of Enterprise Information Systems (CONFENIS 2006), pp.51-61, Vienna, Apr. 2006.

Y. Yokohata, Y. Yamato, M. Takemoto, E. Tanaka and K. Nishiki, “Context-Aware Content-Provision Service for Shopping Malls Based on Ubiquitous Service-Oriented Network Framework and Authentication and Access Control Agent Framework,” IEEE Consumer Communications and Networking Conference (CCNC 2006), pp.1330-1331, Las Vegas, Jan. 2006.

H. Sunaga, M. Takemoto, Y. Yamato, Y. Yokohata, Y. Nakano and M. Hamada, “Ubiquitous Life Creation through Service Composition Technologies,” World Telecommunications Congress 2006 (WTC2006), Budapest, May 2006.

oneM2M website, http://www.onem2m.org/

Google Project Brillo website, https://developers.google.com/brillo/

Microsoft Azure IoT service document, http://download.microsoft.com/download/F/B/0/FB093814-BECE-4B54-A898-F7B66CCAF8AF/Get_started_with_the_Internet_of_Things.pdf

ダウンロード

公開済


投稿日時: 2025-04-07 04:57:58 UTC

公開日時: 2025-04-09 09:18:29 UTC
研究分野
情報科学