Title of article :
Designing Exponentially Weighted Moving Average Control Charts under Failure Censoring Reliability Tests
Author/Authors :
Mohammadipour, P Department of Industrial Engineering - University of Kurdistan - Sanandaj, Iran , Farughi, H Department of Industrial Engineering - University of Kurdistan - Sanandaj, Iran , Rasay, H Department of Industrial Engineering - Kermanshah University of Technology - Kermanshah, Iran , Arkat, J Department of Industrial Engineering - University of Kurdistan - Sanandaj, Iran
Abstract :
One of the most important quality characteristics in a production process is the product lifetime. The production of highly reliable products is a concern of manufacturers. Since it is time-consuming and costly to measure lifetime data, designing a control chart seems difficult. To solve the problem, lifetime tests are employed. In the present study, one-sided and two-sided exponentially weighted moving average (EWMA) control charts are designed under a type II censoring (failure censoring) life test. Product lifetime is a quality characteristic dealt with in this study. It is assumed to follow the Weibull distribution with a fixed shape parameter and a variable scale parameter. In order to design a control chart, first, the control chart limits are calculated for different parameters, and then the Average Run Length (ARL) in the out-of-control state is used to evaluate the performance of the proposed control chart. Next, a comprehensive sensitivity analysis is performed for the different parameters involved. The computational results show that the one-sided control chart has better performance to detect the shift of lifetime data than the two-sided control chart. The average run length curve of the two-sided control chart is biased, while that of the one-sided control chart is unbiased. A very effective parameter that increases the performance of a control chart is found to be the number of failures in the failure censoring process. Finally, simulated and real examples are provided to show the performance of the proposed control chart
Farsi abstract :
ﻃﻮل ﻋﻤﺮ ﻣﺤﺼﻮﻻت ﯾﮑﯽ از ﻣﻬﻢﺗﺮﯾﻦ ﻣﺸﺨﺼﻪﻫﺎي ﮐﯿﻔﯽ ﻣﺪ ﻧﻈﺮ در ﺗﻮﻟﯿﺪ ﻣﯽ ﺑﺎﺷﺪ. از اﯾﻦ رو ﺗﻮﻟﯿﺪﮐﻨﻨﺪﮔﺎن ﺑﻪ دﻧﺒﺎل ﺗﻮﻟﯿﺪ ﻣﺤﺼﻮﻻت ﺑﺎ ﻗﺎﺑﻠﯿﺖ اﻃﻤﯿﻨﺎن ﺑﺎﻻ ﻫﺴﺘﻨﺪ. دادهﻫﺎي ﻃﻮل ﻋﻤﺮ ﺑﻪ ﻋﻠﺖ اﯾﻨﮑﻪ اﻧﺪازهﮔﯿﺮي آﻧﻬﺎ ﺻﺮف زﻣﺎن و ﻫﺰﯾﻨﻪ ﺑﺎﻻﯾﯽ ﻣﯽﺑﺎﺷﺪ، ﻃﺮاﺣﯽ ﯾﮏ ﻧﻤﻮدار ﮐﻨﺘﺮل را ﻣﺸﮑﻞ ﻣﯽ ﮐﻨﻨﺪ. ﺑﺮاي ﺣﻞ اﯾﻦ ﻣﺸﮑﻞ از آزﻣﻮنﻫﺎي ﻃﻮل ﻋﻤﺮ اﺳﺘﻔﺎده ﻣﯽﺷﻮد. در اﯾﻦ ﺗﺤﻘﯿﻖ ﺑﻪ ﻃﺮاﺣﯽ ﻧﻤﻮدار ﮐﻨﺘﺮل EWMA ﯾﮏ ﻃﺮﻓﻪ و دو ﻃﺮﻓﻪ ﺗﺤﺖ آزﻣﻮن ﻃﻮل ﻋﻤﺮ ﺳﺎﻧﺴﻮرﺷﺪه ﺧﺮاﺑﯽ ﭘﺮداﺧﺘﻪ ﺷﺪه اﺳﺖ. ﻣﺸﺨﺼﻪ ﮐﯿﻔﯽ ﮐﻪ ﻗﺮار اﺳﺖ ﺗﺤﺖ ﻧﻈﺎرت ﻗﺮار ﺑﮕ ﯿﺮد ﻃﻮل ﻋﻤﺮ ﻣﺤﺼﻮل ﻣﯽﺑﺎﺷﺪ ﮐﻪ ﻓﺮض ﺷﺪه از ﺗﻮزﯾﻊ واﯾﺒﻮل ﺑﺎ ﭘﺎراﻣﺘﺮ ﺷﮑﻞ ﺛﺎﺑﺖ و ﭘﺎراﻣﺘﺮ ﻣﻘﯿﺎس ﻣﺘﻐ ﯿﺮ ﭘ ﯿﺮوي ﺧﻮاﻫﺪ ﮐﺮد. ﺟﻬﺖ ﻃﺮاﺣﯽ ﻧﻤﻮدار ﮐﻨﺘﺮﻟﯽ اﺑﺘﺪا ﺣﺪود ﮐﻨﺘﺮل ﻧﻤﻮدار ﺑﻪ ازاي ﭘﺎراﻣﺘﺮﻫﺎي ﻣﺨﺘﻠﻒ ﺑﺪﺳﺖ آﻣﺪه و در ﺟﺪاوﻟﯽ اراﺋﻪ ﺷﺪه اﺳﺖ. ﺳﭙﺲ ﺟﻬﺖ ارزﯾﺎﺑﯽ ﻋﻤﻠﮑﺮد ﻧﻤﻮدار ﮐﻨﺘﺮل ﭘﯿﺸﻨﻬﺎدي، از ﻣﯿﺎﻧﮕﯿﻦ ﻃﻮل دﻧﺒﺎﻟﻪ در ﺣﺎﻟﺖ ﺧﺎرج از ﮐﻨﺘﺮل اﺳﺘﻔﺎده ﺷﺪه و ﻣﻘﺎدﯾﺮ آن ﺑﻪ ازاي ﭘﺎراﻣﺘﺮﻫﺎي ﻣﺨﺘﻠﻒ ﺑﺪﺳﺖ آﻣﺪه و ﺗﺤﻠﯿﻞ ﺣﺴﺎﺳﯿﺖ ﺻﻮرت ﮔﺮﻓﺘﻪ اﺳﺖ. ﻧﺘﺎﯾﺞ ﻣﺤﺎﺳﺒﺎﺗﯽ ﻧﺸﺎن ﻣﯽ دﻫﺪ ﮐﻪ ﻧﻤﻮدار ﮐﻨﺘﺮل ﯾﮏ ﻃﺮﻓﻪ ﻧﺴﺒﺖ ﺑﻪ ﻧﻤﻮدار ﮐﻨﺘﺮل دو ﻃﺮﻓﻪ ﻋﻤﻠﮑﺮد ﺑﻬﺘﺮي در ﺗﺸﺨﯿﺺ ﮐﺎﻫﺶ ﻃﻮل ﻋﻤﺮ دارد. ﻣﻨﺤﻨﯽ ﻣﺘﻮﺳﻂ ﻃﻮل دﻧﺒﺎﻟﻪ ﻧﻤﻮدار ﮐﻨﺘﺮل دو ﻃﺮﻓﻪ ﺑﻪ ﺻﻮرت ارﯾﺐ و ﻧﻤﻮدار ﮐﻨﺘﺮل ﯾﮏ ﻃﺮﻓﻪ ﻫﯿﭻ ارﯾﺒﯽ ﻧﺴﺒﺖ ﺑﻪ ﻣﺘﻮﺳﻂ ﻃﻮل دﻧﺒﺎﻟﻪ ﻧﺪارد و ﺑﻪ ﺻﻮرت ﯾﮑﻨﻮاﺧﺖ اﻓﺰاﯾﺶ و ﯾﺎ ﮐﺎﻫﺶ ﻣﯽﯾﺎﺑﺪ. ﯾﮑﯽ از ﻣﻬﻤﺘﺮﯾﻦ ﭘﺎراﻣﺘﺮﻫﺎي ﺗﺎﺛﯿﺮ ﮔﺬار ﮐﻪ ﻋﻤﻠﮑﺮد ﻧﻤﻮدار ﮐﻨﺘﺮل را اﻓﺰاﯾﺶ ﻣﯽدﻫﺪ، ﺗﻌﺪاد ﺧﺮاﺑﯽ ﻣﻮرد ﻧﻈﺮ در آزﻣﻮن ﺳﺎﻧﺴﻮرﺷﺪﮔﯽ ﺧﺮاﺑﯽ ﻣﯽ ﺑﺎﺷﺪ. در ﻧﻬﺎﯾﺖ ﺟﻬﺖ ﻧﺸﺎن دادن ﻋﻤﻠﮑﺮد ﻧﻤﻮدار ﮐﻨﺘﺮل ﭘﯿﺸﻨﻬﺎدي ﻣﺜﺎل ﻫﺎي ﺷﺒﯿﻪ ﺳﺎزي ﺷﺪه و واﻗﻌ ﯽ اراﺋﻪ شده است.
Keywords :
Average Run Length , Control chart , Statistical process control , Lifetime testing , Failure censoring , Quality characteristic
Journal title :
International Journal of Engineering