题名

加速壽命試驗推估智能化產品壽命之R-Shiny應用程式:以電子式水量計為例

并列篇名

R-Shiny Interactive App for Inferencing Accelerated Life Testing of Electronic Water Meters

DOI

10.6220/joq.202212_29(6).0004

作者

王拓程(To-Cheng Wang);蘇明鴻(Ming-Hung Shu);許碧敏(Bi-Min Hsu);黃義晟(Yi-Cheng Huang);方姵淳(Pei-Chun Fang);孫益生(I-Sheng Sun)

关键词

電子式水量計 ; 加速壽命試驗 ; 韋伯分布 ; R-Shiny設計 ; 費雪信息矩陣 ; electronic water meters ; accelerated life testing ; Weibull distribution ; R-Shiny design ; Fisher information matrix

期刊名称

品質學報

卷期/出版年月

29卷6期(2022 / 12 / 30)

页次

502 - 518

内容语文

繁體中文

中文摘要

隨著物聯網技術的進步衍生出智慧城市的發展,水資源的數位化管理儼然成為未來居住空間的新指標。電子式水量計因其具有即時資料傳輸的智慧化功能,逐漸取代了傳統機械式水量計,成為當前市場的主流。然而,經由電子式水量計在案場實際使用後退回修理的資料發現,產品因溫度、濕度差所產生的膨脹、收縮效應使得螺絲鎖附處在使用環境中容易進水,進而影響傳輸訊號的功能,最後將導致失效,使得產品無法達到政府法規之年限要求。因此,本研究基於Hallberg-Peck模型進行了電子式水量計設計改進的加速壽命試驗,我們制訂了逐步的試驗程序與標準,蒐集了完整的失效數據,並建構R-Shiny互動式網頁應用程序供從業者快速、方便的使用進行數據的評估、估計和推論。最後,分析結果可為從業者規劃下一階段的設計變更或製造過程,提供具有價值的參考依據。

英文摘要

With the technological advancement of the internet of things, the development of smart cities has become imperative for the economic, social, and environmental sustainability of the country. Digitalization of water resources management is one of the sustainable indicators for future residential space. Electronic water meters with intelligent functions of real-time data transmission and storage have been replacing traditional mechanical water meters. However, the failed electronic water meters returned from the actual venues have a similar water-entry problem shown in the area of the screw locks. According to the fault analysis, the problem attributes to the expansion-contraction effects caused by temperature and humidity, which not only affects the accuracy of signal transmission but also accelerates meters failure, making the product unable to meet the lifetime requirement and government regulations. Therefore, in this research, we conducted an accelerated life testing based on the Hallberg-Peck model for the electronic water-meters design improvement. We established step-by-step testing procedures and standards in action. The complete failure data were collected; they were evaluated, estimated, and inferred by R-Shiny Interactive app, which is a user-friendly application for practitioners to enjoy an accessible, interactive interface for dealing with the complicated reliability model and data inference. Finally, the results can be a valuable reference for practitioners to plan the next stage of design changes or the manufacturing process.

主题分类 社會科學 > 管理學
参考文献
  1. 林揚承,李佩熹,童超塵(2009)。決定加速預燒試驗的最佳時間和溫度條件。品質學報,16(4),281-290。
    連結:
  2. Ahmad, Z.,Asad, E. U.,Muhammad, A.,Ahmad, W.,Anwar, A.(2013).Development of a low-power smart water meter for discharges in indus basin irrigation networks.Wireless Sensor Networks for Developing Countries: First International Conference, WSN4DC 2013,Heidelberg, Germany:
  3. Băjenescu, T.-M. I.(2014).Some key elements for a better reliability of electronic devices, and consumer satisfaction.Meridian Ingineresc,2,11-18.
  4. Cher, M. T.,Singh, P.(2014).Time evolution degradation physics in high power white leds under high temperature-humidity conditions.IEEE Transactions on Device and Materials Reliability,14(2),742-750.
  5. Escobar, L. A.,Meeker, W. Q.(2006).A review of accelerated test models.Statistical Science,21(4),552-577.
  6. Fontanazza, C. M.,Freni, G.,Loggia, G. L.,Notaro, V.,Puleo, V.(2012).A composite indicator for water meter replacement in an urban distribution network.Urban Water Journal,9(6),419-428.
  7. Fuentes, H.,Mauricio, D.(2020).Smart water consumption measurement system for houses using IoT and cloud computing.Environmental Monitoring and Assessment,192,602.
  8. Gomasang, P.,Ogiue, S.,Yokogawa, S.,Ueno, K.(2019).Lifetime prediction model of Cu-based metallization against moisture under temperature and humidity accelerations.Japanese Journal of Applied Physics,58,SBBC01.
  9. Grafton, R. Q.,Pittock, J.,Davis, R.,Williams, J.,Fu, G.,Warburton, M.(2013).Global insights into water resources, climate change and governance.Nature Climate Change,3,315-321.
  10. Hacke, P.,Spataru, S.,Terwilliger, K.,Perrin, G.,Glick, S.,Kurtz, S.,Wohlgemuth, J.(2015).Accelerated testing and modeling of potential-induced degradation as a function of temperature and relative humidity.IEEE Journal of Photovoltaics,5(6),1549-1553.
  11. Haddeland, I.,Heinke, J.,Biemans, H.,Eisner, S.,Flörke, M.,Hanasaki, N.(2014).Global water resources affected by human interventions and climate change.Proceedings of the National Academy of Sciences,111(9),3251-3256.
  12. Hallberg, Ö.,Peck, D. S.(1991).Recent humidity accelerations, a base for testing standards.Quality and Reliability Engineering International,7(3),169-180.
  13. Lander, Jared P.,鍾振蔚(譯)(2018).精通大數據!R語言資料分析與應用.臺北:旗標科技.
  14. Li, X. J.,Chong, P. H. J.(2019).Design and Implementation of a self-powered smart water meter.Sensors,19(19),4177.
  15. Li, Y.,Yan, X.,Zeng, L.,Wu, H.(2017).Research on water meter reading system based on LoRa communication.2017 IEEE International Conference on Smart Grid and Smart Cities (ICSGSC 2017),Singapore:
  16. Limon, S.,Yadav, O. P.,Liao, H.(2017).A literature review on planning and analysis of accelerated testing for reliability assessment.Quality and Reliability Engineering International,33(8),2361-2383.
  17. Lu, Y.,Zheng, H.,Zeng, J.,Chen, T.,Wu, P.(2019).Fatigue life reliability evaluation in a high-speed train bogie frame using accelerated life and numerical test.Reliability Engineering & System Safety,188,221-232.
  18. Marais, J.,Malekian, R.,Ye, N.,Wang, R.(2016).A review of the topologies used in smart water meter networks: a wireless sensor network application.Journal of Sensors,2016,9857568.
  19. Meeker, W. Q.,Escobar, L. A.(1998).Statistical Methods for Reliability Data.New York, NY.:John Wiley & Sons.
  20. O’Connor, P. D. T.,Kleyner, A.(2012).Practical Reliability Engineering.New York, NY.:John Wiley & Sons.
  21. Park, N. C.,Oh, W. W.,Kim, D. H.(2013).Effect of temperature and humidity on the degradation rate of multicrystalline silicon photovoltaic module.International Journal of Photoenergy,2013,925280.
  22. Pecht, M. G,Shukla, A. A.,Kelkar, N.,Pecht, J.(1997).Criteria for the assessment of reliability models.IEEE Transactions on Components, Packaging, and Manufacturing Technology: Part B,20(3),229-234.
  23. Pimenta, N.,Chaves, P.(2021).Study and design of a retrofitted smart water meter solution with energy harvesting integration.Discover Internet of Things,1,10.
  24. ReliaSoft Corporation, (accessed July, 2021), 2015a, Accelerated life testing reference, .
  25. ReliaSoft Corporation, (accessed July, 2021), 2015b, Life data analysis reference, .
  26. Saleem, A.,Ghafar, A.,Ibrahim, M.,Yousuf, M.,Ahmed, N.(2015).Product perceived quality and purchase intention with consumer satisfaction.Global Journal of Management and Business Research: E: Marketing,15(1),21-27.
  27. Shu, M.-H.,Wu, C.-W.,Hsu, B.-M.,Wang, T.-C.(2021).Lifetime performance-qualified sampling system under a Weibull distribution with failure-censoring.Quality Engineering,33(3),404-416.
  28. Shu, M.-H.,Wu, C.-W.,Hsu, B.-M.,Wang, T.-C.(2021).Standardized lifetime-capability and warranty-return-rate-based suppliers qualification and selection with accelerated Weibull-life type II testing data.Communications in Statistics-Theory and Methods
  29. Wang, T.-C.,Wu, C.-W.,Shu, M.-H.(2021).Process-capability-qualified adjustable multiple-dependent-state sampling plan for a long-term supplier-buyer relationship.Quality and Reliability Engineering International,37(2),583-597.
  30. Wang, T.-C.,Wu, C.-W.,Shu, M.-H.(2022).A variables-type multiple-dependent-state sampling plan based on the lifetime performance index under a Weibull distribution.Annals of Operations Research,311(1),381-399.
  31. Ye, T.,Pang, B.,Zhou, Y.,Wang, H.(2018).Research on accelerated life test of smart meter based on degraded trajectory model.Proceedings of the International Conference on Information Technology and Electrical Engineering 2018,New York, NY:
  32. 沈盈志(2001)。環境加速壽命試驗規劃與分析。中華民國第四屆可靠度與維護度技術研討會論文集,臺北:
  33. 沈盈志,王國雄(1997)。掛載振動環境之步進頻譜加速試驗規格擬訂方法。中國航空太空學會學刊,29(1),73-80。
  34. 沈盈志,廖建義(2009)。廣義Weibull競爭失效模式之可靠度靈敏度分析。先進工程學刊,4(3),213-218。
  35. 柯煇耀(2012).壽命驗證與評估:加速試驗技術之應用.臺北:科技圖書.
  36. 柯煇耀(2012).可靠度保證:工程與管理技術之應用.臺北:中華民國品質學會.
  37. 財團法人中衛發展中心(2017).智城慧市大未來:全球趨勢、智慧應用、案例解讀,完全啟動下世代產業新商機!.臺北:財團法人中衛發展中心.
  38. 陳登寶(2015)。新竹,明新科技大學。
  39. 楊崇明,蘇政賢,黃敏惠(2020)。智慧水表的實務應用研究。自來水協會第37屆自來水研究發表會,臺北:
  40. 經濟部水利署,(accessed August, 2021),2021,分區供水首日水利署協調國防部優先提供醫療、學校補水作業,
  41. 經濟部水利署,(accessed August, 2021),n.d.,水資源相關資料,
  42. 蘇文達,郭萬木,王國樑,蔡宗賢,許裕雄,曾雅婕(2017)。都會智慧水務技術之研究。第23屆水利工程研討會,臺中: