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‫ﻓﺮاﯾﻨﺪﮐﺎوی‬
‫ﻗﺴﻤﺖ‬‫اول‬:‫آﺷﻨﺎﯾﯽ‬‫ﺑﺎ‬ ‫ﺳﺎده‬ ‫ﻣﺜﺎل‬ ‫ﯾﮏ‬ ‫اﺟﺮای‬ ‫و‬‫رﭘﯿﺪ‬‫ﭘﺮوم‬
‫ﺑﻨﯿﺎﻣﯿﻦ‬‫ﺳﻠﯿﻤﯽ‬
‫زﻣﺴﺘﺎن‬۹۵
‫ﺑﯿﺮﺟﻨﺪ‬ ‫ﺻﻨﻌﺘﯽ‬ ‫داﻧﺸﮕﺎه‬

‫ﻣﻨﺎﺑﻊ‬
• processmining.org
• rapidprom.org
• janclaes.info
• RM World 2014: Defining and executing process mining workflows presentation
• Supporting Process Mining Workflows with RapidProM (Department of
Mathematics and Computer Science, Eindhoven University of
Technology)
• IEEE Process Mining Manifesto
• Process Mining: Discovery, Conformance and Enhancement of Business Processes,
Springer Verlag, Berlin (ISBN 978-3-642-19344-6).
• Rozinat, A., & Aalst, W. van der (2006a). Conformance Testing: Measuring the Fit and
Appropriateness of Event Logs and Process Models. In C. Bussler et al. (Ed.), BPM 2005
Workshops (Workshop on Business Process Intelligence) (Vol. 3812, pp. 163–176).
Springer-Verlag, Berlin.

‫ﭼﯿﺴﺖ؟‬ ‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬
•‫ﻓﺮاﯾﻨﺪﮐﺎوی‬‫ﯾﺎ‬‫ﮐﺎوش‬‫ﻓﺮاﯾﻨﺪ‬)‫ﺑﻪ‬‫اﻧﮕﻠﯿﺴﯽ‬:miningProcess(ً‫ﺎ‬‫ﻧﺴﺒﺘ‬ ‫ﻣﻮﺿﻮع‬‫ﺟﻮاﻧﯽ‬‫ﻣﯽﺑﺎﺷﺪ‬‫ﮐﻪ‬
‫ﺑﯿﻦ‬‫ﻣﺤﺎﺳﺒﺎﺗﯽ‬ ‫ﻫﻮش‬‫و‬‫دادهﮐﺎوی‬‫از‬‫ﯾﮏ‬‫و‬ ‫ﺳﻮ‬‫ﺳﺎزﻣﺎن‬ ‫ﻓﺮاﯾﻨﺪﻫﺎی‬ ‫ﻣﺪلﺳﺎزی‬‫و‬‫آﻧﺎﻟﯿﺰ‬‫از‬‫دﯾﮕﺮ‬‫ﻗﺮار‬ ‫ﺳﻮ‬
‫ﻣﯽﮔﯿﺮد‬
•‫ﻓﺮاﯾﻨﺪ‬‫ﮐﺎوی‬‫ﺣﻠﻘﻪ‬‫ﮔﻢ‬‫ﺷﺪه‬‫ﺑﯿﻦ‬‫داده‬‫ﮐﺎوری‬‫و‬BPM‫اﺳﺖ‬ ‫ﺳﻨﺘﯽ‬
•‫ﻧﯿﺴﺖ‬ ‫ﺗﺼﻤﯿﻢ‬ ‫درﺧﺖ‬ ‫ﻧﻈﯿﺮ‬ ‫ﮐﺎوی‬ ‫داده‬ ‫ﻫﺎی‬ ‫ﺳﺎﺧﺘﺎر‬ ‫ﺑﺎ‬ ‫اﻧﻄﺒﺎق‬ ‫ﻗﺎﺑﻞ‬
•‫ﮐ‬ ‫ﯾﮏ‬ ‫اﯾﻨﮑﻪ‬ ‫ﻧﻈﯿﺮ‬ ‫ﻫﺎی‬ ‫ﺑﯿﻨﯽ‬ ‫ﭘﯿﺶ‬ ‫ﻣﯿﺘﻮان‬ ‫ﻫﺎی‬ ‫روﯾﺪاد‬ ‫ﺗﺎرﯾﺨﭽﻪ‬ ‫از‬ ‫ﺷﺪه‬ ‫اﺳﺘﺨﺮاج‬ ‫داﻧﺶ‬ ‫ﺑﺎ‬‫ﭼﻪ‬ ‫ﺎرﺑﺮ‬
‫ﺻﻮرت‬ ‫ﺑﻪ‬ ‫را‬ ‫ﻫﺎ‬ ‫ﺗﮑﻨﯿﮏ‬ ‫اﯾﻦ‬ ‫ﻣﯿﺘﻮاﻧﺪ‬ ‫ﭘﺲ‬ ،‫داد‬ ‫اﳓﺎم‬ ‫ﻣﯿﮑﻨﺪ‬ ‫درﯾﺎﻓﺖ‬ ‫را‬ ‫ﺧﻮد‬ ‫ﻣﺤﺼﻮل‬ ‫زﻣﺎﻧﯽ‬‫اﻧﻼﯾﻦ‬)‫ﻧﻪ‬
‫ﻟﺰوﻣﺎ‬‫وب‬‫ﻣﯿﺒﺎﺷﺪ‬ ‫ﺑﺮﺧﻂ‬ ‫اﺳﺘﻔﺎده‬ ‫ﻣﻨﻈﻮر‬(‫ﮔﺮﻓﺖ‬ ‫ﮐﺎر‬ ‫ﺑﻪ‬ ‫ﻧﯿﺰ‬

‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫اﻫﺪاف‬
•‫ﻫﺪف‬‫ﮐﺎوش‬‫ﻓﺮاﯾﻨﺪ‬‫ﮐﺸﻒ‬،‫ﻣﺎﻧﯿﺘﻮرﯾﻨﮓ‬‫و‬‫ارﺗﻘﺎی‬‫ﻓﺮاﯾﻨﺪﻫﺎی‬‫واﻗﻌﯽ‬‫از‬‫ﻃﺮﯾﻖ‬‫اﺳﺘ‬‫ﺨﺮاج‬‫داﻧﺶ‬
‫از‬‫دادهﻫﺎی‬‫ذﺧﯿﺮه‬‫ﻗﺎﺑﻞ‬ ‫ﺷﺪه‬‫ﺧﻮاﻧﺶ‬‫از‬‫ﺳﯿﺴﺘﻢﻫﺎی‬‫اﻃﻼﻋﺎﺗﯽ‬‫اﻣﺮوزه‬‫ﻣﯽﺑﺎﺷﺪ‬.
•‫اﺳﺘﺨﺮاج‬ ‫ﺳﺎده‬ ‫زﺑﺎن‬ ‫ﺑﻪ‬‫داﻧﺶ‬‫از‬‫ﻓﺎﯾﻞ‬‫ﻫﺎی‬‫روﯾﺪاد‬‫ﺳﯿﺴﺘﻢ‬‫ﻫﺎی‬‫اﻃﻼﻋﺎﺗﯽ‬‫ﺑﻪ‬ ‫و‬‫ﮐﺎرﮔ‬‫ﯿﺮی‬‫اﯾﻦ‬
‫داﻧﺶ‬‫ارﺗﻘﺎع‬ ‫ﺟﻬﺖ‬ ‫در‬‫اﯾﻦ‬‫ﺳﯿﺴﺘﻢ‬‫ﻫﺎ‬!

‫ﮐ‬ ‫داده‬ ‫ﮐﻼﺳﯿﮏ‬ ‫ﻫﺎی‬ ‫روش‬ ‫و‬ ‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﺗﻔﺎوت‬‫ﺎوی‬
•‫ﺗﮑﻨﯿﮏﻫﺎی‬‫ﮐﻼﺳﯿﮏ‬‫دادهﮐﺎوی‬‫ﻧﻈﯿﺮ‬‫ﺧﻮﺷﻪ‬‫ﺑﻨﺪی‬،‫ﻃﺒﻘﻪﺑﻨﺪی‬،‫ﮐﺎوش‬‫و‬ ‫ﻗﺎﻧﻮن‬...‫ﺑﺮ‬‫روی‬‫ﻣﺪلﻫﺎی‬
‫ﻓﺮاﯾﻨﺪی‬‫ﮐﺴﺐ‬‫و‬‫ﮐﺎر‬‫ﲤﺮﮐﺰ‬‫ﻧﺪارﻧﺪ‬‫ﻓﻘﻂ‬ ‫و‬‫ﺑﺮای‬‫آﻧﺎﻟﯿﺰ‬‫ﮔﺎم‬‫ﻣﺸﺨﺼﯽ‬‫در‬‫ﻓﺮاﯾﻨﺪ‬‫ﮐﻠﯽ‬‫ا‬‫ﺳﺘﻔﺎده‬‫ﻣﯽﺷﻮﻧﺪ‬
•‫ﮐﺎوش‬‫ﻓﺮاﯾﻨﺪ‬‫ﺑﺮروی‬‫ﻓﺮاﯾﻨﺪﻫﺎی‬‫اﻧﺘﻬﺎ‬‫ﺑﻪ‬‫اﻧﺘﻬﺎ‬‫ﲤﺮﮐﺰ‬‫دارد‬.
•‫ﻣﺜﺎل‬ ‫ﻋﻨﻮان‬ ‫ﺑﻪ‬‫ﺑﺎ‬‫اﺳﺘﻔﺎده‬‫از‬‫ﺑﺮﭼﺴﺐ‬‫زﻣﺎﻧﯽ‬‫در‬‫دادهﻫﺎی‬‫ﺷﺪه‬ ‫ﺛﺒﺖ‬‫ﻣﯽﺗﻮان‬‫را‬ ‫ﻣﺪل‬‫ﻃﻮری‬‫ﺗ‬‫داد‬ ‫ﻮﺳﻌﻪ‬
‫ﮐﻪ‬‫ﮔﻠﻮﮔﺎهﻫﺎ‬،‫ﻻﯾﻪﻫﺎی‬‫ﺳﺮوﯾﺲ‬‫ﺗﻮان‬ ‫زﻣﺎن‬ ‫و‬‫ﻋﻤﻠﯿﺎﺗﯽ‬‫ﻧﺸﺎن‬ ‫را‬‫دﻫﺪ‬.‫ﺑﺮﺧﻼف‬‫روشﻫﺎی‬‫آﻧﺎﻟﯿﺰ‬‫ﻣ‬،‫ﻮﺟﻮد‬
‫ﮐﺎوش‬‫ﻓﺮاﯾﻨﺪ‬،‫ﻓﺮاﯾﻨﺪ‬‫ﻣﺤﻮر‬‫ﻣﯽﺑﺎﺷﺪ‬،‫ﻣﺤﻮر‬ ‫داده‬ ‫ﻧﻪ‬ ‫و‬ً‫ﻼ‬‫ﮐﺎﻣ‬‫ﻫﻮﺷﻤﻨﺪ‬‫و‬‫ﻣﺒﺘﻨﯽ‬‫ﺑﺮ‬‫ﺣﻘﺎﯾﻖ‬.‫ﻫ‬‫ﻤﭽﻨﯿﻦ‬
‫ﻣﺮﺗﺒﻂ‬‫ﺑﺎ‬‫دادهﮐﺎوی‬‫ﻣﯽﺑﺎﺷﺪ‬.‫اﻟﺒﺘﻪ‬‫روشﻫﺎی‬‫ﺳﻨﺘﯽ‬‫دادهﮐﺎوی‬‫ﻣﺒﺘﻨﯽ‬‫داده‬ ‫ﺑﺮ‬‫ﻫﺴﺘﻨﺪ‬‫و‬‫ﻟﯽ‬‫ﮐﺎوش‬‫ﻓﺮاﯾﻨﺪ‬
‫ﻣﺒﺘﻨﯽ‬‫ﺑﺮ‬‫ﻓﺮاﯾﻨﺪ‬‫ﻣﯽﺑﺎﺷﺪ‬.

‫ﻣﯿﮑﻨﯿﻢ؟‬ ‫دﻧﺒﺎل‬ ‫را‬ ‫ﭼﯿﺰی‬ ‫ﭼﻪ‬ ‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫در‬
•‫ﺗﮑﻨﯿﮏﻫﺎی‬‫ﻓﺮاﯾﻨﺪﮐﺎوی‬‫از‬‫دادهﻫﺎی‬‫وﻗﺎﯾﻊ‬‫ﺷﺪه‬ ‫ﺛﺒﺖ‬‫ﺑﺮای‬‫ﮐﺸﻒ‬‫و‬‫آﻧﺎﻟﯿﺰ‬‫و‬‫ارﺗﻘ‬‫ﺎی‬‫ﻓﺮاﯾﻨﺪﻫﺎی‬
‫ﮐﺴﺐ‬‫و‬‫ﮐﺎر‬‫اﺳﺘﻔﺎده‬‫ﻣﯽﮐﻨﻨﺪ‬.
•‫ﻓﺮاﯾﻨﺪﮐﺎوی‬‫ﺑﻪ‬ ،‫ﻣﻌﻨﺎی‬‫ﮐﺸﻒ‬‫و‬‫ﻣﺎﻧﯿﺘﻮرﯾﻨﮓ‬‫و‬‫ارﺗﻘﺎی‬‫ﻓﺮاﯾﻨﺪﻫﺎی‬‫واﻗﻌﯽ‬‫ﺑﺎ‬‫اﺳﺘ‬‫ﻔﺎده‬‫از‬‫داﻧﺶ‬
‫از‬ ‫ﺷﺪه‬ ‫اﺳﺘﺨﺮاج‬‫ﻧﮕﺎرهﻫﺎی‬‫روﯾﺪاد‬)Event Log(‫در‬ ‫ﻣﻮﺟﻮد‬‫ﺳﯿﺴﺘﻢﻫﺎی‬‫اﻃﻼﻋﺎﺗﯽ‬‫اﻣﺮوزه‬
‫ﻣﯽﺑﺎﺷﺪ‬.
•‫ﻫﺮ‬‫روﯾﺪاد‬‫ﺑﻪ‬ ‫ﺷﺪه‬ ‫ﺛﺒﺖ‬‫ﯾﮏ‬‫ﻓﻌﺎﻟﯿﺖ‬‫ﻣﺮﺗﺒﻂ‬ ‫و‬ ‫دارد‬ ‫اﺷﺎره‬‫ﺑﺎ‬‫ﯾﮏ‬‫ﻣﻮرد‬)‫ﻧﻈﯿﺮ‬‫ﯾﮏ‬‫ﳕﻮﻧﻪ‬‫ﻓﺮاﯾﻨ‬‫ﺪ‬(‫ﻣﯽﺑﺎﺷﺪ‬.

‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫در‬ ‫رﻫﻨﻤﺎ‬ ‫اﺻﻮل‬
•‫اول‬ ‫اﺻﻞ‬:
•‫ﻫﺎی‬ ‫داده‬ ‫ﲤﺎﻣﯽ‬)‫ﻫﺎ‬ ‫ﻣﺸﺘﺮی‬(‫ﭘ‬ ‫ﻧﺤﻮ‬ ‫ﺑﻬﺘﺮﯾﻦ‬ ‫ﺑﻪ‬ ‫ﺑﺎﯾﺪ‬ ‫و‬ ‫ﻣﯿﺸﻮﻧﺪ‬ ‫ﮔﺮﻓﺘﻪ‬ ‫ﻧﻈﺮ‬ ‫در‬ ‫ﯾﮏ‬ ‫درﺟﻪ‬ ‫ﺷﻬﺮوﻧﺪ‬‫آن‬ ‫ﺑﺮای‬ ‫ﺮوﺳﻪ‬
‫ﻓﺮﻋﯽ‬ ‫ﺑﺤﺚ‬ ‫ﮔﻮﻧﻪ‬ ‫ﻫﺮ‬ ‫از‬ ‫ﻓﺎرغ‬ ‫ﮔﯿﺮد‬ ‫اﳓﺎم‬ ‫ﻫﺎ‬) !‫ﺑﺤﺚ‬ ‫ﻫﻤﯿﻦ‬ ‫ﺗﺼﺤﯿﺢ‬ ‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫اﻫﺪاف‬ ‫از‬ ‫ﯾﮑﯽ‬‫ﺳﯿﺴﺘﻢ‬ ‫در‬
‫ﻣﺎﺳﺖ‬ ‫ﻫﺎی‬(
•‫ﺑﺎﺷﻨﺪ‬ ‫ﺷﺪه‬ ‫وارد‬ ‫ﺻﺤﯿﺢ‬ ‫و‬ ‫ﮐﺎﻣﻞ‬ ‫اﻃﻼﻋﺎﺗﯽ‬ ‫ﻫﺎی‬ ‫ﺳﯿﺴﺘﻢ‬ ‫ﺗﻮﺳﻂ‬ ‫ﺑﺎﯾﺪ‬ ‫ﻫﺎ‬ ‫داده‬

‫روﯾﺪاد‬ ‫ﻫﺎی‬ ‫داده‬ ‫ﺑﻠﻮغ‬ ‫ﺳﻄﺢ‬
•‫ﺳﺘﺎره‬ ‫ﭘﻨﺞ‬:‫ﺗﻌﺮﯾﻒ‬ ‫ﺧﻮش‬ ‫ﻫﺎ‬ ‫روﯾﺪاد‬ ‫و‬ ‫ﮐﺎﻣﻞ‬ ،‫اﻋﺘﻤﺎد‬ ‫ﻗﺎﺑﻞ‬‫ﻫﺴﺘﻨﺪ‬.‫روﯾﺪادﻫﺎ‬‫ﺻﻮ‬ ‫ﺑﻪ‬‫رت‬
‫ﺧﻮدﮐﺎر،ﺳﯿﺴﺘﻤﺎﺗﯿﮏ‬‫ذﺧﯿﺮه‬ ‫اﻣﻦ‬ ‫و‬‫ﻣﯿﺸﻮﻧﺪ‬.‫ﻣﻼﺣﻀﺎت‬‫ﮐ‬ ‫ﻣﯿﺰان‬ ‫ﺑﻪ‬ ‫ﺷﺨﺼﯽ‬ ‫ﺣﺮﯾﻢ‬‫اﯾﻦ‬ ‫در‬ ‫ﺎﻓﯽ‬
‫ﺷﺪه‬ ‫ﳊﺎظ‬ ‫ﻫﺎ‬ ‫داده‬.‫و‬ ‫ﻫﺎ‬ ‫روﯾﺪاد‬‫ﺻﻔﺎﺗﺸﺎن‬‫و‬ ‫واﺿﺢ‬ ‫ﻣﻌﺎﻧﯽ‬ ‫داری‬‫ﺷﺪه‬ ‫ﺗﻌﺮﯾﻒ‬‫ﻫﺴﺘﻨﺪ‬.
•‫ﺳﺘﺎره‬ ‫ﭼﻬﺎر‬:‫ﺗﻌﺮﯾﻒ‬ ‫ﺧﻮش‬ ‫ﻫﺎ‬ ‫روﯾﺪاد‬ ‫و‬ ‫ﮐﺎﻣﻞ‬ ،‫اﻋﺘﻤﺎد‬ ‫ﻗﺎﺑﻞ‬‫ﻫﺴﺘﻨﺪ‬.‫ﻓ‬ ‫و‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﳕﻮﻧﻪ‬‫ﺑﻪ‬ ‫ﻌﺎﻟﯿﺖ‬
‫ﻫﺴﺘﻨﺪ‬ ‫ﺷﺪه‬ ‫ﺗﻌﺮﯾﻒ‬ ‫ﺻﺮﯾﺢ‬ ‫ﺻﻮرت‬
•‫ﺳﺘﺎره‬ ‫ﺳﻪ‬:‫ﻧﯿﺴﺘ‬ ‫ﺳﯿﺴﺘﻤﺎﺗﯿﮏ‬ ‫وﻟﯽ‬ ‫ﻣﯿﺸﻮﻧﺪ‬ ‫ذﺧﯿﺮه‬ ‫ﺧﻮدﮐﺎر‬ ‫ﺻﻮرت‬ ‫ﺑﻪ‬ ‫ﻫﺎ‬ ‫روﯾﺪاد‬‫ﻨﺪ‬)‫ﺣﺪودی‬ ‫ﺗﺎ‬
‫ﮐﺮد‬ ‫ﺗﺎﯾﯿﺪ‬ ‫را‬ ‫ﻫﺎ‬ ‫داده‬ ‫ﺻﺤﺖ‬ ‫ﻣﯿﺘﻮان‬(
•‫ﺳﺘﺎره‬ ‫دو‬:‫ﺧﻮدﮐﺎر‬‫ذﺧﺒﺮه‬‫ﭼﻮن‬ ‫و‬ ‫آﯾﻨﺪ‬ ‫ﻣﯽ‬ ‫ﺣﺴﺎب‬ ‫ﺑﻪ‬ ‫ﻓﺮﻋﯽ‬ ‫ﻣﺤﺼﻮل‬ ‫وﻟﯽ‬ ‫ﻣﯿﺸﻮﻧﺪ‬‫راﻫ‬‫ﮑﺎر‬
‫ﺳﯿﺴﺘﻤﺎﺗﯿﮑﯽ‬‫ﺑﺮای‬‫ذﺧﺒﺮه‬‫ذ‬ ‫درﺳﺖ‬ ‫ﯾﺎ‬ ‫ﺷﻮﻧﺪ‬ ‫ﮔﻢ‬ ‫ﻫﺎ‬ ‫داده‬ ‫اﺳﺖ‬ ‫ﳑﮑﻦ‬ ‫ﻧﺸﺪه‬ ‫ﳊﺎظ‬‫ﻧﺸﻮﻧﺪ‬ ‫ﺧﯿﺮه‬
•‫ﺳﺘﺎره‬ ‫ﯾﮏ‬:‫روﯾﺪاد‬ ‫اﯾﻦ‬ ‫اﺳﺖ‬ ‫ﳑﮑﻦ‬ ،‫اﺳﺖ‬ ‫ﭘﺎﯾﯿﻦ‬ ‫ﺷﺪت‬ ‫ﺑﻪ‬ ‫روﯾﺪادﻫﺎ‬ ‫اﯾﻦ‬ ‫ﮐﯿﻔﯿﺖ‬‫واﻗﻌﯿﺖ‬ ‫ﻫﺎ‬
‫ﺷﻮﻧﺪ‬ ‫ﮔﻢ‬ ،‫ﺑﺎﺷﻨﺪ‬ ‫ﻧﺪاﺷﺘﻪ‬.‫ﺷﺪه‬ ‫ذﺧﯿﺮه‬ ‫دﺳﺘﯽ‬ ‫ﺻﻮرت‬ ‫ﺑﻪ‬ ‫ﻫﺎ‬ ‫روﯾﺪاد‬ ‫اﯾﻦ‬‫اﻧﺪ‬

•‫اﺻﻞ‬‫دوم‬:‫ﺑﺮای‬‫ﺷﻮد‬ ‫اﳓﺎم‬ ‫ﺳﻮال‬ ‫ﺑﺎﯾﺪ‬ ‫ﻫﺎ‬ ‫ﻧﮕﺎره‬ ‫اﺳﺘﺨﺮاج‬.
•‫؟‬ ‫آورﯾﻢ‬ ‫دﺳﺖ‬ ‫ﺑﻪ‬ ‫را‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﻣﺪل‬ ‫ﻣﯿﺨﻮاﻫﯿﻢ‬
•‫داده‬ ‫و‬ ‫ﻣﺪل‬ ‫اﺳﺎس‬ ‫ﺑﺮ‬ ‫ﻣﯿﺨﻮاﻫﯿﻢ‬‫ﻫﺎﯾﯽ‬‫؟‬ ‫ﮐﻨﯿﻢ‬ ‫ﭼﮏ‬ ‫را‬ ‫اﻧﻄﺒﺎق‬ ‫دارﯾﻢ‬ ‫ﮐﻪ‬
•‫داده‬ ‫و‬ ‫ﻣﺪل‬ ‫اﺳﺎس‬ ‫ﺑﺮ‬ ‫ﻣﯿﺨﻮاﻫﯿﻢ‬‫ﻫﺎﯾﯽ‬‫ﮐﻨﯿﻢ؟‬ ‫ﺳﺎزی‬ ‫ﺑﻬﯿﻨﻪ‬ ‫را‬ ‫ﺧﻮد‬ ‫ﻣﺪل‬ ‫و‬ ‫دﻫﯿﻢ‬ ‫اﳓﺎم‬ ‫ﺑﺮرﺳﯽ‬ ‫دارﯾﻢ‬ ‫ﮐﻪ‬

•‫ﺳﻮم‬ ‫اﺻﻞ‬:‫ﮐﻨﺘﺮل‬ ‫ﻫﺎی‬ ‫ﺳﺎزه‬ ‫ﺳﺎﯾﺮ‬ ‫و‬ ‫اﻧﺘﺨﺎب‬ ،‫ﻫﻤﺰﻣﺎﻧﯽ‬-‫ﭘ‬ ‫ﺑﺎﯾﺪ‬ ‫ﺟﺮﯾﺎن‬‫ﺸﺘﯿﺒﺎﻧﯽ‬
‫ﺷﻮﻧﺪ‬
•‫ﺗﻌﺪا‬‫ﺑﻪ‬ ‫ﺗﻮﺟﻪ‬ ‫ﺑﺎ‬ ‫دارد‬ ‫وﺟﻮد‬ ‫ﺳﺎزی‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﻣﺪل‬ ‫زﯾﺎدی‬‫ﻓﺮاﯾﻨﺪﻫﺎﯾﯽ‬‫ﺑﺎﯾ‬ ‫دارﯾﻢ‬ ‫ﮐﻪ‬‫ﻣﺪل‬ ‫ﺪ‬
‫ﮐﻨﯿﻢ‬ ‫اﻧﺘﺨﺎب‬ ‫را‬ ‫درﺳﺖ‬
•‫داﺷﱳ‬ ‫ﻣﺴﺘﻌﺪ‬ ‫ﮐﻪ‬ ‫واﻗﻌﯽ‬ ‫دﻧﯿﺎی‬ ‫ﻫﺎی‬ ‫ﻣﺪل‬ ‫ﺗﻮﻟﯿﺪ‬ ‫ﺑﺮای‬ ‫ﻣﺜﻼ‬‫ﭼﻨﺪﯾﺪن‬‫ﻫ‬ ‫ﻓﻌﺎﻟﯿﺖ‬‫ﻤﺰﻣﺎن‬
‫اﻧﺘ‬ ‫ﻣﺪل‬ ‫اﮔﺮ‬ ‫وﻟﯽ‬ ‫ﺑﺎﻻﺳﺖ‬ ‫ﺑﺴﯿﺎر‬ ‫رﻓﺘﺎر‬ ‫ﺗﻮﻟﯿﺪ‬ ‫ﺑﻪ‬ ‫ﻗﺎدر‬ ‫ﻧﺘﯿﺠﻪ‬ ‫ﻣﺪل‬ ،‫ﻫﺴﺘﻨﺪ‬‫ﻫﻤﺰﻣﺎﻧﯽ‬ ‫از‬ ‫ﺨﺎﺑﯽ‬
‫ﻣﯿﺮود‬ ‫ﺑﺎﻻ‬ ‫ﺷﺪت‬ ‫ﺑﻪ‬ ‫ﭘﯿﭽﯿﺪﮔﯽ‬ ‫ﻧﮑﻨﺪ‬ ‫ﭘﺸﺘﯿﺒﺎﻧﯽ‬!

•‫ﭼﻬﺎرم‬ ‫اﺻﻞ‬:‫ﺑﺎ‬ ‫ﻣﺮﺗﺒﻂ‬ ‫ﺑﺎﯾﺪ‬ ‫ﻫﺎ‬ ‫روﯾﺪاد‬‫اﳌﺎن‬‫ﺑﺎﺷ‬ ‫ﻣﺪل‬ ‫ﻫﺎی‬‫ﻨﺪ‬
•‫ﮐﻨﺘﺮل‬ ‫ﮐﺸﻒ‬ ‫ﺑﻪ‬ ‫ﻣﺮﺑﻮط‬ ‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﺷﺪ‬ ‫ﮔﻔﺘﻪ‬ ‫ﮐﻪ‬ ‫ﻫﻤﺎﻧﻄﻮر‬-‫ﻧﯿﺴﺖ‬ ‫ﺟﺮﯾﺎن‬‫ﺑﻌﺪ‬ ‫اﺳﺖ‬ ‫ﳑﮑﻦ‬
‫و‬ ‫ﺑﺎﺷﺪ‬ ‫داﺷﺘﻪ‬ ‫ﺳﺎزﻣﺎﻧﯽ‬ ‫اﻧﺪاز‬ ‫ﭼﺸﻢ‬ ‫اﺳﺖ‬ ‫ﳑﮑﻦ‬ ،‫ﺑﮕﯿﺮد‬ ‫ﻧﻈﺮ‬ ‫در‬ ‫را‬ ‫رﻣﺎن‬...‫ﺑﻌ‬ ‫دو‬‫ﭼﮏ‬ ‫ﺪ‬
‫ﺑﻪ‬ ‫ﻣﺪل‬ ‫ﺑﻬﺒﻮد‬ ‫و‬ ‫اﻧﻄﺒﺎق‬ ‫ﮐﺮدن‬‫دادﻫﺎﯾﯽ‬‫ﺑﺮ‬ ‫ﮐﻪ‬ ‫دارد‬ ‫اﺣﺘﯿﺎج‬‫اﳌﺎن‬‫اﻧﻄﺒﺎق‬ ‫ﻣﺪل‬ ‫ﻫﺎی‬‫داﺷﺘﻪ‬
‫ﺑﺎﺷﻨﺪ‬
•‫ﻣﺪل‬ ‫ﮐﺮدن‬ ‫ﭼﮏ‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫در‬‫دادﻫﺎﯾﯽ‬‫ﻧﺪارﻧﺪ‬ ‫اﻧﻄﺒﺎق‬ ‫ﮐﻪ‬)‫و‬ ‫ﻣﻨﻄﻘﯽ‬ ،‫زﻣﺎﻧﯽ‬ ‫ﻧﻈﺮ‬ ‫از‬( ..‫ر‬‫ا‬
‫ﻣﯿﮑﻨﯿﻢ‬ ‫ﺣﺬف‬ ‫ﯾﺎ‬ ‫اﺻﻼح‬ ‫را‬ ‫ﻫﺎ‬ ‫آن‬ ‫ﯾﺎ‬ ‫و‬ ‫ﮐﺮده‬ ‫ﺷﻨﺎﺳﺎﯾﯽ‬)‫ﺷ‬ ‫در‬ ‫ﮐﻪ‬ ‫ﮐﺎری‬ ‫ﻣﺜﻞ‬ ‫درﺳﺖ‬‫ﻨﺎﺳﺎﯾﯽ‬
‫ﻧﻮﯾﺰ‬‫ﻣﯿﺪﻫﯿﻢ‬ ‫اﳓﺎم‬ ‫ﮐﺎوی‬ ‫داده‬ ‫در‬(

•‫ﭘﻨﺠﻢ‬ ‫اﺻﻞ‬:‫ﺗ‬ ‫واﻗﻌﯿﺖ‬ ‫از‬ ‫ﻫﺪﻓﻤﻨﺪ‬ ‫اﻧﺘﺰاﻋﯽ‬ ‫ﺑﺎﯾﺪ‬ ‫ﻫﺎ‬ ‫ﻣﺪل‬‫ﻠﻘﯽ‬
‫ﺷﻮﻧﺪ‬
•‫ﺗ‬ ‫ﺑﺎ‬ ‫و‬ ‫ﻣﯿﮑﻨﺪ‬ ‫اراﺋﻪ‬ ‫را‬ ‫ﻣﺨﺘﻠﻔﯽ‬ ‫ﻫﺎی‬ ‫دﯾﺪ‬ ‫روﯾﺪاد‬ ‫ﻫﺎی‬ ‫داده‬ ‫از‬ ‫ﺷﺪه‬ ‫اﺳﺘﺨﺮاج‬ ‫ﻫﺎی‬ ‫ﻣﺪل‬‫ﻮﺟﻪ‬
‫ﺑﺎ‬‫ذﯾﻨﻌﻔﺎن‬‫داﺷﺖ‬ ‫ﺧﻮاﻫﯿﻢ‬ ‫ﻣﺨﺘﻠﻔﯽ‬ ‫دﯾﺪﻫﺎی‬ ‫ﻣﺨﺘﻠﻒ‬.
•‫ﺑﺎﺷ‬ ‫داﺷﺘﻪ‬ ‫ﺑﺨﺶ‬ ‫ﻫﺮ‬ ‫ﺑﺮای‬ ‫ﻣﻔﯿﺪ‬ ‫دﯾﺪ‬ ‫ﭼﻨﺪﯾﻦ‬ ‫ﺷﺪه‬ ‫اﺳﺘﺨﺮاج‬ ‫ﻫﺎی‬ ‫ﻣﺪل‬ ‫اﺳﺖ‬ ‫ﳑﮑﻦ‬‫ﻨﺪ‬.
•‫ﻣﯿﮑﻨﯿﻢ‬ ‫ﻧﮕﺎه‬ ‫ﻧﻘﺸﻪ‬ ‫دﯾﺪ‬ ‫ﺑﻪ‬ ‫ﻫﺎ‬ ‫ﻣﺪل‬ ‫اﯾﻦ‬ ‫ﺑﺎ‬ ‫ﻫﻤﯿﺸﻪ‬.

•‫ﺷﺸﻢ‬ ‫اﺻﻞ‬:‫ﭘﯿﻮﺳﺘ‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﯾﮏ‬ ‫ﺑﺎﯾﺪ‬ ‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬‫ﺑﺎﺷﺪ‬ ‫ﻪ‬
•‫ﺻﻮرت‬ ‫ﺑﻪ‬ ‫دارﯾﻢ‬ ‫ﻫﺎ‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫از‬ ‫ﮐﻪ‬ ‫ﻫﺎی‬ ‫داده‬‫ﭘﻮﯾﺎﺳﺖ‬‫ﮐ‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﻣﺎﻫﯿﺖ‬ ‫ﺧﺎﻃﺮ‬ ‫ﺑﻪ‬ ‫و‬‫و‬ ‫ﺎوی‬
‫ﺗﻐﯿﯿﺮ‬ ‫ﺣﺎل‬ ‫در‬ ‫ﻣﺮﺗﺐ‬ ‫اﺳﺖ‬ ‫ﳑﮑﻦ‬ ‫و‬ ‫ﻣﯿﮑﻨﺪ‬ ‫ﻣﺪل‬ ‫را‬ ‫اﻧﺴﺎﻧﯽ‬ ‫رﻓﺘﺎرﻫﺎی‬ ‫ﮐﻪ‬ ‫ﻓﺮاﯾﻨﺪ‬‫ﺑﺎﯾﺪ‬ ‫ﺑﺎﺷﻨﺪ‬
‫ﲢﻠ‬ ‫رو‬ ‫ﮐﺎرﺑﺮان‬ ‫و‬ ‫ﮐﺮد‬ ‫اﯾﺠﺎد‬ ‫ﳊﺎظ‬ ‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫در‬ ‫را‬ ‫زﻧﺪﮔﯽ‬ ‫و‬ ‫ﭘﻮﯾﺎﯾﯽ‬ ‫ﻧﻔﺲ‬‫را‬ ‫ﮔﺮان‬ ‫ﯿﻞ‬
‫ﺗﺸﯿﻮق‬‫ﮐﻨﻨﺪ‬ ‫ﺑﺮرﺳﯽ‬ ‫را‬ ‫ﻫﺎ‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫روزاﻧﻪ‬ ‫ﺻﻮرت‬ ‫ﺑﻪ‬ ‫ﮐﻪ‬ ‫ﮐﺮد‬
•‫ﺳﯿ‬ ‫ﻋﻤﻠﮑﺮد‬ ‫ﺑﻬﺒﻮد‬ ‫ﺑﻪ‬ ‫ﻣﯿﺘﻮان‬ ‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫اﺳﺘﻤﺮار‬ ‫ﺻﻮرت‬ ‫در‬ ‫ﺗﻨﻬﺎ‬‫ﮐﺮد‬ ‫ﮐﻤﮏ‬ ‫ﺴﺘﻢ‬
•‫از‬ ‫ﯾﮑﯽ‬ ‫ﻋﻨﻮان‬ ‫ﺑﻪ‬ ‫ﻣﯿﺸﻮﻧﺪ‬ ‫ﭘﯿﺸﻨﻬﺎد‬‫اﳌﺎن‬‫ﻫﺎی‬‫داﺷﺘﺒﻮرد‬‫ﻧﮕﺮ‬ ‫آن‬ ‫ﺑﻪ‬ ‫ﻣﺪﯾﺮﯾﺘﯽ‬‫ﯾﺴﺖ‬.

‫ﮐﺎوی‬ ‫داده‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫اﺻﻠﯽ‬ ‫ﺑﺨﺶ‬ ‫ﺳﻪ‬ ‫ﺟﺎﯾﮕﺎه‬
‫ﻓﺮاﯾﻨﺪ‬ ‫ﻣﺪل‬ ‫ﻧﮕﺎره‬ ‫روﯾﺪادﻫﺎی‬
Event logs
‫اﻓﺰاری‬ ‫ﻧﺮم‬ ‫ﺳﯿﺴﺘﻢ‬
“‫دﻧﯿﺎ‬”
‫ﻫﺎ‬ ‫ﻣﺎﺷﯿﻦ‬
‫ﻫﺎ‬ ‫ﺳﺎزﻣﺎن‬
‫ﻣﺮدم‬
‫ﮐﺎر‬ ‫ﮐﺴﺐ‬ ‫ﻫﺎی‬ ‫ﻓﺮاﯾﻨﺪ‬
‫ﮐﺎﻣﭙﻮﻧﺖ‬‫ﻫﺎ‬
‫ﻫﺎ‬ ‫ﭘﺸﺘﯿﺒﺎﻧﯽ‬/‫ﮐﻨﺘﺮ‬‫ﻫﺎ‬ ‫ل‬
‫ﺑﻬﺒﻮد‬
‫اﻧﻄﺒﺎق‬ ‫ﮐﺮدن‬ ‫ﭼﮏ‬
‫ﮐﺸﻒ‬
‫رﮐﻮردﻫﺎ‬
‫روﯾﺪادﻫﺎ،ﻧﻈﯿﺮ‬
‫ﻫﺎ‬ ‫ﭘﯿﻐﺎم‬
‫ﺗﺮاﮐﻨﺶ‬‫و‬ ‫ﻫﺎ‬..
‫ﮐﺮدن‬ ‫ﻣﺸﺨﺺ‬
‫ﭘﯿﮑﺮﺑﻨﺪی‬‫ﮐﺮ‬‫دن‬
‫ﮐﺮد‬ ‫ﺳﺎزی‬ ‫ﭘﯿﺎده‬‫ن‬
‫ﮐﺮدن‬ ‫آﻧﺎﻟﯿﺰ‬
‫و‬ ‫ﲡﺰﯾﻪ‬‫ﻣﺪل‬ ‫ﲢﻠﯿﻞ‬‫ﻫﺎ‬

‫ﺗ‬‫ﮑﻨﯿﮏﻫﺎی‬‫ﻓﺮاﯾﻨﺪﮐﺎوی‬‫داده‬ ‫أﺳﺎس‬ ‫ﺑﺮ‬‫ﻫﺎی‬‫وردی‬
‫دﺳﺘﻪ‬‫ﺑﻨﺪی‬‫ﻣﯿﺸﻮﻧﺪ‬
•‫ﺗﮑﻨﯿﮏﻫﺎی‬‫ﮐﺸﻒ‬‫ﻓﺮاﯾﻨﺪ‬)process discovery(
•‫ﺑ‬‫ﻪ‬‫ﻋﻨﻮان‬‫ورودی‬،‫دادهﻫﺎی‬‫ﺛﺒﺖﺷﺪه‬‫روﯾﺪاد‬‫را‬‫درﯾﺎﻓﺖ‬‫ﮐﺮده‬‫و‬‫ﯾﮏ‬‫ﺑﺪون‬ ‫ﻣﺪل‬‫اﺳﺘﻔﺎده‬‫از‬‫ﻫﯿﭻ‬‫اﻃﻼﻋﺎت‬‫ﭘﯿﺸﯿﻨﯽ‬
‫ﺗﻮﻟﯿﺪ‬‫ﻣﯽﳕﺎﯾﻨﺪ‬
•‫ﺗﮑﻨﯿﮏﻫﺎی‬‫ﭼﮏ‬‫ﮐﺮدن‬‫ﻣﺘﺎﺑﻌﺖ‬)conformance checking(
•‫ﺑﺮرﺳﯽ‬‫ﻣﯽﮐﻨﻨﺪ‬‫ﮐﻪ‬‫آﯾﺎ‬‫ﻓﺮاﯾﻨﺪ‬‫واﻗﻌﯽ‬‫اﯾﯽ‬‫ﮐﻪ‬‫در‬ ‫اﺟﺮا‬ ‫ﺣﺎل‬ ‫در‬‫ﺳﺎزﻣﺎن‬‫و‬ ‫ﺑﻮده‬‫اﻃﻼﻋﺎت‬‫در‬ ‫آن‬‫ﻓﺎﯾﻞ‬‫روﯾﺪ‬‫اد‬‫ﺛﺒﺖ‬
‫ﻣﻨﻄﺒﻖ‬ ‫اﺳﺖ‬ ‫ﺷﺪه‬‫ﺑﺎ‬‫ﯾﮏ‬‫ﻫﺪف‬ ‫ﻣﺪل‬‫اوﻟﯿﻪ‬‫ﻣﺪﻧﻈﺮ‬‫ﻣﯽﺑﺎﺷﺪ‬‫و‬‫ﺑﻠﻌﮑﺲ‬
•‫ﺗﮑﻨﯿﮏﻫﺎی‬‫ﮐﺎوش‬‫ﺳﺎزﻣﺎﻧﯽ‬)organizational mining(
•‫آﯾﺎ‬‫ﻣﯽﺷﻮد‬‫ﺑﺎ‬‫اﺳﺘﻔﺎده‬‫از‬‫دادهﻫﺎی‬‫روﯾﺪاد‬‫ﺷﺪه‬ ‫ﺛﺒﺖ‬‫ﯾﮏ‬‫ﻓﺮاﯾﻨﺪرا‬‫ارﺗﻘﺎ‬‫ﯾﺎ‬‫ﺗﻮﺳﻌﻪ‬‫داد‬

‫ﮐﺎوی‬ ‫داده‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫اﺻﻠﯽ‬ ‫ﺑﺨﺶ‬ ‫ﺳﻪ‬ ‫ﺟﺎﯾﮕﺎه‬
Event log
Event log
Model
Event log
Model
Model
diagnostics
New Model
conformance
checking
discovery
organizational
mining

‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﻫﺎی‬ ‫اﺑﺰار‬
• ProM, developed at Eindhoven University of Technology by Wil van der Aalst and his research group.
• PMLAB
• Apromore
• Process Mining functionality is also offered by the following commercial vendors:
• Interstage Automated Process Discovery,[a Process Mining service offered by Fujitsu, Ltd. as part of the Interstage Integration
Middleware Suite.
• Disco is a complete Process Mining software by Fluxicon.
• ARIS Process Performance Manager, a Process Mining and Process Intelligence Tool offered by Software AG as part of the Process
Intelligence Solution.
• QPR ProcessAnalyzer, Process Mining software for Automated Business Process Discovery (ABPD).
• Perceptive Process Mining, the Process Mining solution by Perceptive Software (formerly Futura Reflect / Pallas Athena Reflect).
• Celonis Process Mining, the Process Mining solution offered by Celonis
• SNP Business Process Analysis, the SAP-focused Process Mining solution by SNP Schneider-Neureither & Partner AG
• minit is a Process Mining software offered by Gradient ECM
• myInvenio cloud and on-premises solution by Cognitive Technology Ltd.
• LANA is a process mining tool featuring discovery and conformance checking.
• ProcessGold Enterprise Platform, an integration of Process Mining & Business Intelligence.

‫ﭼﺮا‬Prom‫؟‬
•‫اﺳﺖ‬ ‫ﺑﺎز‬ ‫ﻣﱳ‬
•‫اﺳﺖ‬ ‫راﯾﮕﺎن‬!
•‫ﻣﯿﺸﻮد‬ ‫ﯾﮑﭙﺎرﭼﻪ‬ ‫ﮐﺎوی‬ ‫داده‬ ‫ﻫﺎی‬ ‫اﻓﺰار‬ ‫ﻧﺮم‬ ‫ﺑﺎ‬
•‫ﺑﺮای‬ ‫آﻣﺎده‬ ‫ﻫﺎی‬ ‫اﻟﮕﻮرﯾﺘﻢ‬ ‫ﮐﻪ‬ ‫اﺳﺖ‬ ‫ﮐﺎر‬ ‫اﯾﻦ‬ ‫ﺑﺮای‬ ‫ﺷﺪه‬ ‫ﻃﺮاﺣﯽ‬ ‫ﮐﺎﻣﻞ‬ ‫ورک‬ ‫ﻓﺮﯾﻢ‬ ‫ﯾﮏ‬‫ﲤﺎﻣﯽ‬
‫دارد‬ ‫ﺧﻮد‬ ‫در‬ ‫را‬ ‫ﺳﺎزی‬ ‫ﺑﻬﯿﻨﻪ‬ ‫و‬ ‫ﭘﺮدازش‬ ‫و‬ ‫ﺳﺎزی‬ ‫آﻣﺎده‬ ‫ﻗﺒﯿﻞ‬ ‫از‬ ‫ﻣﺮاﺣﻞ‬

‫ﭼﺮا‬Prom‫ﻧﯿﺴﺖ؟‬ ‫ﮐﺎﻓﯽ‬ ‫ﺗﻨﻬﺎﯾﯽ‬ ‫ﺑﻪ‬
•‫ﻣﺎﺷﯿﻨﯽ‬ ‫ﯾﺎدﮔﯿﺮی‬ ‫و‬ ‫ﮐﺎوی‬ ‫داده‬ ‫ﻫﺎی‬ ‫اﻟﮕﻮرﯾﺘﻢ‬ ‫از‬ ‫ﭘﺸﺘﯿﺒﺎﻧﯽ‬ ‫ﻋﺪم‬
•‫از‬ ‫ﭘﺸﺘﯿﺒﺎﻧﯽ‬ ‫ﻋﺪم‬‫آزﻣﺎﯾﺶ‬‫ﻫﺎی‬‫ﻋﻠﻤﯽ‬
•‫ﻋﺪم‬‫ﭘﺸﺘﯿﺒﺎﻧﯽ‬‫از‬‫ﺗﮑﺮار‬‫ﲡﺰﯾﻪ‬‫و‬‫ﲢﻠﯿﻞ‬
•‫اﯾﻦ‬‫ﻣﺸﮑﻼت‬‫داﻣﻦ‬‫ﮔﯿﺮ‬‫اﮐﺜﺮ‬‫ﻧﺮم‬‫اﻓﺰار‬‫ﻫﺎی‬‫ﻓﺮاﯾﻨﺪ‬‫ﮐﺎوی‬‫اﺳﺖ‬!
‫ﺣﻞ‬ ‫راه‬:apidPromR
•‫اﻣﮑﺎﻧﺎت‬ ‫از‬ ‫اﺳﺘﻔﺎده‬ ‫اﻣﮑﺎن‬‫رﭘﯿﺪﻣﯿﺎﻧﺮ‬‫ﻣﺎﺷﯿﻨﯽ‬ ‫ﯾﺎدﮔﯿﺮی‬ ‫و‬ ‫آﻣﺎری‬ ‫ﻣﺒﺎﺣﺚ‬ ‫در‬
•‫اﺳﺘﺎﻧﺪارد‬ ‫ﻣﺤﯿﻂ‬ ‫داﺷﱳ‬
•‫ﺟﺪﯾﺪ‬ ‫ﻣﺤﯿﻂ‬ ‫ﺳﺎزی‬ ‫آﻣﺎده‬ ‫ﯾﺎ‬ ‫و‬ ‫ﯾﺎدﮔﯿﺮی‬ ‫ﺑﻪ‬ ‫ﻧﯿﺎز‬ ‫ﻋﺪم‬

RapidProm‫ﮐﻨﯿﻢ؟‬ ‫ﻧﺼﺐ‬ ‫ﭼﮕﻮﻧﻪ‬ ‫را‬
•‫ﺑﺎﯾﺪ‬ ‫اﺑﺘﺪا‬‫ﻣﺎﯾﻨﺮ‬ ‫رﭘﯿﺪ‬‫ﮐﻨﯿﺪ‬ ‫ﻧﺼﺐ‬ ‫و‬ ‫ﺑﺎرﮔﯿﺮی‬ ‫ﻋﺎﻣﻞ‬ ‫ﺳﯿﺴﺘﻢ‬ ‫ﺑﻪ‬ ‫ﺗﻮﺟﻪ‬ ‫ﺑﺎ‬ ‫را‬.‫ﺑ‬‫ﺑﻪ‬ ‫ﻧﯿﺎز‬ ‫ﻧﺼﺐ‬ ‫از‬ ‫ﻌﺪ‬
‫ﺳﺎﺧﺖ‬‫اﮐﺎﻧﺖ‬‫رﭘﯿﺪ‬‫ﻣﺎﯾﻨﺮ‬‫ﮐﻨﯿﺪ‬ ‫اﺳﺘﻔﺎده‬ ‫اﻓﺰار‬ ‫ﻧﺮم‬ ‫اﯾﻦ‬ ‫از‬ ‫ﺑﺘﻮاﻧﯿﺪ‬ ‫ﺗﺎ‬ ‫داری‬.‫ا‬ ‫ﻧﺮم‬‫ﺑﺎز‬ ‫ﻣﱳ‬ ‫ﻓﺰار‬
‫ﺳﺎﺧﺖ‬ ‫ﻫﻤﭽﻨﯿﻦ‬ ‫و‬ ‫ﻣﯿﺒﺎﺷﺪ‬‫اﮐﺎﻧﺖ‬‫اﺳﺖ‬ ‫راﯾﮕﺎن‬ ‫آن‬ ‫در‬.
•RapidProm‫ﻣﺨﺎزن‬ ‫از‬ ‫اﻓﺰوﻧﻪ‬ ‫ﯾﮏ‬ ‫ﻋﻨﻮان‬ ‫ﺑﻪ‬‫رﭘﯿﺪ‬‫ﻣﺎﯾﻨﺮ‬‫ﻣﯿﺸﻮد‬ ‫ﻧﺼﺐ‬)Market place(‫ﺣﺠﻢ‬
۲۰۰‫ﻣﮕﺎﺑﺎﯾﺖ‬)‫اﯾﻦ‬‫راﻫﮑﺎر‬‫ﻣﯿﺪﻫﯿﻢ‬ ‫آﻣﻮزش‬ ‫را‬(
•‫از‬ ‫ﺟﺪاﮔﺎﻧﻪ‬ ‫ﺻﻮرت‬ ‫ﺑﻪ‬ ‫را‬ ‫ﺑﺴﺘﻪ‬ ‫ﻣﯿﺘﻮاﻧﯿﺪ‬‫ﻣﺎﯾﻨﺮ‬ ‫رﭘﯿﺪ‬ ‫ﻣﺎرﮐﺖ‬‫ﮐﻨﯿﺪ‬ ‫ﺑﺎرﮔﯿﺮی‬.‫ا‬ ‫ﲤﺎم‬ ‫ﻣﺎﻧﻨﺪه‬ ‫و‬‫ﻫﺎی‬ ‫ﻓﺰوﻧﻪ‬‫رﭘﯿﺪ‬‫ﻣﺎﯾﻨﺮ‬
‫ﻣﯿﺸﻮد‬ ‫ﻧﺼﺐ‬)‫ورژن‬ ‫ﻣﺎﯾﻨﺮ‬ ‫رﭘﯿﺪ‬ ‫ﮐﺎﻣﻞ‬ ‫راﻫﻨﻤﺎی‬۶(

‫اﮐﺘﺸﺎﻓﯽ‬ ‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬
•‫ﻓﺮﻣﺖ‬ ‫ﺑﻪ‬ ‫روﯾﺪاد‬ ‫ﻓﺎﯾﻞ‬Xes)‫ﺧﻮاﻧﻪ‬ ‫ﮐﺘﺎب‬ ‫ﺗﻮﺳﻂ‬ ‫ﮐﻪ‬ ‫روﯾﺪاد‬ ‫ﻫﺎی‬ ‫داده‬ ‫اﺳﺘﺎﻧﺪارد‬ ‫ﻓﺮﻣﺖ‬
OpenXES‫ﻣﯿﺸﻮد‬ ‫ﭘﺸﺘﯿﺒﺎﻧﯽ‬(‫ﺳﺎﯾﺖ‬ ‫از‬ ‫ﮐﻪ‬ ‫ﺑﻮده‬rapidProm‫اﺳﺖ‬ ‫ﺑﺎرﮔﯿﺮی‬ ‫ﻗﺎﺑﻞ‬
•‫از‬ ‫آﻣﻮزش‬ ‫اﯾﻦ‬ ‫در‬‫رﭘﯿﺪ‬‫ﻣﺎﯾﻨﺮ‬‫ورژن‬۷.۳‫ﺷﺪه‬ ‫اﺳﺘﻔﺎده‬.
Event log Modeldiscovery
‫اﮐﺘﺸﺎﻓﯽ‬ ‫ﮐﺎوی‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﭘﺮوﺳﻪ‬

‫ﻫﺎی‬ ‫داده‬ ‫ﻓﺎﯾﻞ‬ ‫ﮐﺮدن‬ ‫وارد‬‫روﯾﺪاد‬(Event log)
•‫ﺗﺐ‬ ‫از‬Operators‫ﮔﺰﯾﻨﻪ‬import event logs‫ﺗﺐ‬ ‫ﺑﻪ‬ ‫و‬ ‫ﮐﺮده‬ ‫اﻧﺘﺨﺎب‬ ‫را‬Process‫ﺑﮑﺸﯿﺪ‬

•‫ﺗﺐ‬ ‫در‬Help‫ﻣﯿﮑﻨﯿﺪ‬ ‫ﻣﺸﺎﻫﺪه‬ ‫را‬ ‫داده‬ ‫ﮐﺮدن‬ ‫وارد‬ ‫راﻫﻨﻤﺎی‬
•‫ﺗﺐ‬ ‫از‬‫ﭘﺎرﻣﺘﺮ‬‫ﮐﻨﯿﺪ‬ ‫وارد‬ ‫را‬ ‫ﺧﻮد‬ ‫روﯾﺪادﻫﺎی‬ ‫ﻓﺎﯾﻞ‬ ‫ﻣﯿﺘﻮاﻧﯿﺪ‬)۱(

‫در‬ ‫ﻫﺎ‬ ‫داده‬ ‫ﳕﺎﯾﺶ�Ĭ‫ﭘﺮوم‬
.1‫ﺑﻌﻀﯽ‬ ‫در‬‫ورژن‬‫ﺑﻪ‬ ‫داده‬ ‫ﺣﺘﻤﺎ‬ ‫ﮐﻪ‬ ‫ﻧﯿﺴﺖ‬ ‫ﻧﯿﺎز‬ ‫ﻫﺎ‬results‫ﺷﻮد‬ ‫وﺻﻞ‬!
.2‫ﮐﻨﯿﺪ‬ ‫اﺟﺮا‬ ‫را‬ ‫ﻋﻤﻠﯿﺎت‬ ‫اﯾﻦ‬

‫ﻓﺮض‬ ‫ﭘﯿﺶ‬ ‫ﳕﻮدار‬

‫ﳕﻮدار‬‫ﻧﻘﻈﻪ‬‫ﻫﺎ‬ ‫داده‬ ‫ای‬

‫ﻫﺎ‬ ‫داده‬ ‫ﺟﺪوﻟﯽ‬ ‫ﳕﺎﯾﺶ�Ĭ

‫ﻗﺴﻤﺖ‬ ‫از‬inspector‫ﺑﺒﯿﻨﯿﺪ‬ ‫ﻣﻮردی‬ ‫را‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﻫﺮ‬ ‫ﻣﯿﺘﻮاﻧﯿﺪ‬

‫ﺻﻮرت‬ ‫ﺑﻪ‬ ‫ﻫﺎ‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﳕﺎﯾﺶ�Ĭ‫ﮔﺮاﻓﯿﮑﯽ‬

‫ﻓﺮاﯾﻨﺪ‬ ‫از‬ ‫ﺷﺪه‬ ‫ﮐﺸﻒ‬ ‫ﻫﺎی‬ ‫ﻣﺸﺨﺼﻪ‬

‫ﻣﯿﺒﯿﻨﯿﺪ‬ ‫ﻫﺎ‬ ‫داده‬ ‫ﻣﻮرد‬ ‫در‬ ‫ای‬ ‫ﺧﻼﺻﻪ‬ ‫ﻗﺴﻤﺖ‬ ‫اﯾﻦ‬ ‫در‬

‫ﻫﺎ‬ ‫داده‬ ‫ﺑﺮای‬ ‫اﮐﺘﺸﺎف‬ ‫اﻟﮕﻮرﯾﺘﻢ‬ ‫اﺟﺮای‬(discovery)
•‫ﻗﺴﻤﺖ‬ ‫از‬‫ﻋﻤﻠﮕﺮا‬‫ﺑﻪ‬ ‫را‬ ‫ﻧﻈﺮ‬ ‫ﻣﻮرد‬ ‫اﻟﮕﻮرﯾﺘﻢ‬ ‫ﺗﺼﻮﯾﺮ‬ ‫ﻣﺎﻧﻨﺪ‬ ‫ﻫﺎ‬‫ﻗﻤﺴﺖ‬‫ﻋﻤﻠﯿﺎت‬‫درگ‬‫ﮐ‬‫ﻨﺪ‬
•‫اﻟﮕﻮرﯾﺘﻢ‬ ‫ﯾﮏ‬ ‫ﻣﺎ‬ ‫اﻧﺘﺨﺎﺑﯽ‬ ‫اﻟﮕﻮرﯾﺘﻢ‬‫اﺳﺘﻨﺘﺎﺟﯽ‬‫اﺳﺖ‬

•‫ﺷﺪه‬ ‫وارد‬ ‫ﻫﺎی‬ ‫داده‬ ‫ﺧﺮوﺟﯽ‬)import event log(‫ﺑﻪ‬ ‫را‬‫وردی‬‫ﺧﺮوﺟﯽ‬ ‫ﺑﻌﺪ‬ ‫و‬ ‫ﮐﻨﯿﺪ‬ ‫وﺻﻞ‬ ‫اﻟﮕﻮرﯾﺘﻢ‬
‫ﻗﺴﻤﺖ‬ ‫ﺑﻪ‬ ‫را‬ ‫اﻟﮕﻮرﯾﺘﻢ‬result
•‫ﺑﺮای‬ ‫ﺣﺪاﻗﻞ‬ ‫ﻣﻘﺪار‬ ‫و‬ ‫ﺑﻨﺪی‬ ‫ﮐﻼس‬ ‫روش‬‫ﻧﻮﯾﺰ‬‫ﮐ‬ ‫اﻧﺘﺨﺎب‬ ‫اﻟﮕﻮرﯾﺘﻢ‬ ‫ﭘﺎراﻣﺘﺮ‬ ‫ﻗﺴﻤﺖ‬ ‫از‬ ‫در‬ ‫را‬‫ﻨﯿﺪ‬)۱(
•‫ﮐﻨﯿﺪ‬ ‫اﺟﺮا‬ ‫را‬ ‫ﭘﺮوﺳﻪ‬

‫ﻣﯿﮑﻨﯿﺪ‬ ‫ﻣﺸﺎﻫﺪه‬ ‫را‬ ‫ﻣﺎ‬ ‫روﯾﺪاد‬ ‫ﻫﺎی‬ ‫داده‬ ‫اﮐﺘﺸﺎف‬ ‫ﺣﺎﺻﻞ‬(Model)

‫اﻧﻄﺒﺎق‬ ‫ﮐﺮدن‬ ‫ﭼﮏ‬
•‫ﻫﺎ‬ ‫داده‬ ‫روی‬ ‫ﺑﺮ‬ ‫را‬ ‫ﻣﺪل‬ ‫اﯾﻦ‬ ‫ﻣﯿﺨﻮاﻫﯿﻢ‬ ‫ﺣﺎل‬ ‫آوردﯾﻢ‬ ‫دﺳﺖ‬ ‫ﺑﻪ‬ ‫را‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﻣﺪل‬ ‫ﻗﺒﻞ‬ ‫ﻣﺮﺣﻠﻪ‬ ‫در‬
‫ﻣﯿﮑﻨﻨﺪ‬ ‫ﭘﯿﺮوی‬ ‫ﻣﺎ‬ ‫ﻣﺪل‬ ‫از‬ ‫ﺣﺪ‬ ‫ﭼﻪ‬ ‫ﺗﺎ‬ ‫ﺷﺪه‬ ‫ﺛﺒﺖ‬ ‫ﻫﺎی‬ ‫داده‬ ‫درﯾﺎﺑﯿﻢ‬ ‫ﺗﺎ‬ ،‫ﮐﻨﯿﻢ‬ ‫ﭼﮏ‬.
•‫داده‬ ‫ﻣﯿﺘﻮان‬ ‫ﻗﺴﻤﺖ‬ ‫اﯾﻦ‬ ‫در‬‫ﻫﺎﯾﯽ‬‫ﺷﻮد‬ ‫آزﻣﺎﯾﺶ‬ ‫ﻧﯿﺰ‬ ‫ﮔﺮﻓﺘﯿﻢ‬ ‫ﻧﻈﺮ‬ ‫در‬ ‫ﺗﺴﺖ‬ ‫ﺑﺮای‬ ‫ﮐﻪ‬
•‫ﻓﺮاﯾﻨﺪ‬conformance checking‫ﻣﯿﮑﻨﯿﺪ‬ ‫ﻣﺸﺎﻫﺪه‬ ‫ﭘﺎﯾﯿﻦ‬ ‫ﳕﻮدار‬ ‫در‬ ‫را‬
Event log
Model
diagnostics
conformance
checking
‫ﮐﺮدن‬ ‫ﭼﮏ‬ ‫ﻓﺮاﯾﻨﺪ‬ ‫ﭘﺮوﺳﻪ‬‫ﻣﺘﺎﺑﻌﺎت‬
‫ﺑﻮد‬ ‫آﻣﺪه‬ ‫دﺳﺖ‬ ‫ﺑﻪ‬ ‫ﻗﺒﻞ‬ ‫ﺑﺨﺶ‬ ‫در‬ ‫ﻣﺪل‬

•‫ﻋﻤﻠﮕﺮ‬conformance checking‫ﻋﻤﻠﯿﺎت‬ ‫ﻗﺴﻤﺖ‬ ‫ﺑﻪ‬ ‫ﺗﺼﻮﯾﺮ‬ ‫ﻣﺎﻧﻨﺪ‬ ‫را‬‫درگ‬‫ﮐﻨﯿﺪ‬
•‫اﯾﻦ‬ ‫ﺷﺪ‬ ‫ﮔﻔﺘﻪ‬ ‫ﮐﻪ‬ ‫ﻫﻤﺎﻧﻄﻮر‬‫ﻋﻤﻠﮕﺮ‬‫دو‬‫وردی‬‫ﺗﺼﻮ‬ ‫ﻣﺎﻧﻨﺪ‬ ‫ﮐﻪ‬ ‫دارد‬ ‫را‬ ‫ﻣﺪل‬ ‫و‬ ‫داد‬ ‫روی‬ ‫ﻫﺎی‬ ‫داده‬‫ﯾﺮ‬
‫دو‬‫وردی‬‫ﻣﯿﺪﻫﯿﻢ‬ ‫آن‬ ‫ﺑﻪ‬ ‫را‬

•‫ﺑﺎﺷﺪ‬ ‫ﺻﻮرت‬ ‫ﺑﺪﯾﻦ‬ ‫ﺑﺎﯾﺪ‬ ‫ﻫﺎ‬ ‫ﭘﺮدازش‬.

‫ﺟﻌﺒ‬ ‫ﺑﺎ‬ ‫ﻣﯿﮑﻨﯿﺪ‬ ‫ﻣﺸﺎﻫﺪه‬ ‫را‬ ‫ﺧﺮوﺟﯽ‬ ‫زﯾﺮ‬ ‫ﺗﺼﻮﯾﺮ‬ ‫در‬‫اﺑﺰار‬ ‫ﻪ‬
‫ﺻﻮرت‬ ‫ﺑﻪ‬ ‫را‬ ‫ﻧﺘﺎﯾﺞ‬ ‫ﻣﯿﺘﻮاﻧﯿﺪ‬ ‫راﺳﺖ‬ ‫ﺳﻤﺖ‬‫ﮔﺮاﻓ‬‫ﯿﮑﯽ‬‫ﺑﺒﻨﯿﺪ‬

•‫ﻣﺸ‬ ‫را‬ ‫ﭼﯿﺰی‬ ‫ﭼﻪ‬ ‫ﻣﯿﺨﻮاﻫﯿﺪ‬ ‫ﻣﯿﺘﻮاﻧﯿﺪ‬ ‫ﺗﺐ‬ ‫اﯾﻦ‬ ‫از‬‫ﺎﻫﺪه‬
‫ﮐﻨﯿﺪ‬
•‫ﻣﺪل‬ ‫روی‬ ‫ﺑﺮ‬ ‫ﻫﺎ‬ ‫داده‬ ‫ﺣﺮﮐﺖ‬‫ﺑﻪ‬ ‫ﻣﺪل‬ ‫ﺣﺮﮐﺖ‬ ‫ﯾﺎ‬
‫ﺗﻨﻬﺎﯾﯽ‬
•‫اﻃﻼﻋﺎﺗﯽ‬ ‫ﻣﯿﺘﻮاﻧﯿﺪ‬ ‫ﺗﺐ‬ ‫اﯾﻦ‬ ‫از‬‫ﮐﻠﯽ‬
‫ﳕﺎﯾﺶ�Ĭ ‫ﻧﺤﻮه‬ ‫ﻣﻮرد‬ ‫در‬)‫زوم‬‫و‬
‫ﺑﺒﯿﻨﯿﺪ‬ ‫را‬ ‫ﻗﻮاﻧﯿﻦ‬(
•‫دﺳ‬ ‫ﺑﻪ‬ ‫ﻫﺎی‬ ‫ﮐﯿﺲ‬ ‫داده‬ ‫ﻣﯿﺘﻮاﻧﯿﺪ‬ ‫ﺗﺐ‬ ‫اﯾﻦ‬ ‫از‬‫ﺖ‬
‫ﯾ‬ ‫ﯾﺎ‬ ‫ﺑﺨﺸﯽ‬ ‫ﻓﻘﻂ‬ ‫و‬ ‫ﮐﻨﯿﺪ‬ ‫ﻓﯿﻠﺘﺮ‬ ‫را‬ ‫آﻣﺎده‬‫ﻣﻮرد‬ ‫ﮏ‬
‫روی‬ ‫را‬ ‫آن‬ ‫از‬‫ﺑﺒﯿﻨﯿﺪ‬ ‫ﻣﺪل‬.
•‫د‬ ‫ﳕﻮدار‬ ‫از‬ ‫ﻣﯿﺘﻮاﻧﯿﺪ‬ ‫ﺗﺐ‬ ‫اﯾﻦ‬ ‫از‬‫و‬
‫ﺑﮕﯿﺮﯾﺪ‬ ‫ﺧﺮوﺟﯽ‬ ‫ﻧﻮع‬
•‫ﻓﺎﯾ‬ ‫ﺻﻮرت‬ ‫ﺑﻪ‬ ‫ﻫﺎ‬ ‫ﮐﯿﺲ‬ ‫ﺧﺮوﺟﯽ‬‫ﻞ‬
‫ﺟﺪﯾﺪ‬/‫ﺗﺼﻮﯾﺮ‬

‫ﮐﺮدن‬ ‫ﻓﯿﻠﺘﺮ‬ ‫از‬ ‫ﻣﺜﺎل‬
•‫ﺷﻤﺎره‬ ‫ﮐﯿﺲ‬۶‫ﻣﯿﮑﻨﯿﻢ‬ ‫اﻋﻤﺎل‬ ‫ﻣﺪل‬ ‫روی‬ ‫ﺑﺮ‬ ‫را‬ ‫ﻓﯿﻠﺘﺮ‬ ‫و‬ ‫ﺗﺎ‬ ‫ﻣﯿﮑﻨﯿﻢ‬ ‫اﻧﺘﺨﺎب‬ ‫را‬.

•‫ﻣﺪل‬ ‫ﳕﻮدار‬ ‫ﻓﯿﻠﺘﺮ‬ ‫اﻋﻤﺎل‬ ‫ﺑﺎ‬‫ﺗ‬ ‫اﯾﻨﮕﻮﻧﻪ‬‫ﻐﯿﯿﺮ‬
‫ﻣﯿﮑﻨﺪ‬
•‫ﮐﻢ‬ ‫و‬ ‫ﺳﻔﯿﺪ‬ ‫ﻣﺮاﺣﻞ‬ ‫و‬ ‫ﺷﺪه‬ ‫اﺟﺮا‬ ‫آﺑﯽ‬ ‫ﻣﺮاﺣﻞ‬
‫اﺳﺖ‬ ‫ﻧﺸﺪه‬ ‫اﺟﺮا‬ ‫رﻧﮓ‬

‫ﻫﺎ‬ ‫ﮐﯿﺲ‬ ‫ای‬ ‫دﺳﺘﻪ‬ ‫ﺑﺮرﺳﯽ‬

‫ﻣﺪل‬ ‫روی‬ ‫ﺑﺮ‬ ‫ﻫﻢ‬ ‫ﺑﻪ‬ ‫ﻣﻨﻄﺒﻖ‬ ‫ﮐﯿﺲ‬ ‫ﺑﺮرﺳﯽ‬
•‫ﮐﯿﺲ‬ ‫اﯾﻦ‬ ‫ﻓﺮاواﻧﯽ‬۳۸‫ﮐﺮده‬ ‫ﻃﯽ‬ ‫ﻣﺪل‬ ‫روی‬ ‫را‬ ‫ﻣﺴﯿﺮ‬ ‫ﯾﮏ‬ ‫ﮐﻪ‬ ‫اﺳﺖ‬ ‫ﻣﻮرد‬‫اﻧﺪ‬.
•‫اﺳﺖ‬ ‫اﻋﺘﻤﺎد‬ ‫ﻗﺎﺑﻞ‬ ‫ﮐﯿﺲ‬
•‫رﻧﮓ‬ ‫ﺳﺒﺰ‬ ‫ﻫﺎی‬ ‫ﻗﺴﻤﺖ‬)‫روی‬ ‫اﯾﺴﺘﺎدن‬ ‫ﺑﻪ‬‫اﻧﻬﺎ‬‫ﭼﻪ‬ ‫ﮐﻪ‬ ‫دﯾﺪ‬ ‫ﻣﯿﺘﻮان‬‫اﺳﺘﯿﺠﯽ‬‫ﺷﺪه‬ ‫ﺗﮑﻤﯿﻞ‬(
•‫ﳕﯿﺒﺎﺷﺪ‬ ‫ﻣﻮﺟﻮد‬ ‫ﻫﺎ‬ ‫داده‬ ‫در‬ ‫و‬ ‫دارد‬ ‫وﺟﻮد‬ ‫ﻣﺪل‬ ‫روی‬ ‫ﻓﻘﻂ‬ ‫ﮐﻪ‬ ‫اﺳﺖ‬ ‫ﻗﺴﻤﺘﯽ‬ ‫ﺧﺎﮐﺴﺘﺮی‬ ‫ﻗﺴﻤﺖ‬)‫ﭘﺎﯾﯿ‬ ‫ﺗﺼﻮﯾﺮ‬ ‫در‬‫داده‬ ‫ﻧﺸﺎن‬ ‫ﻦ‬
‫ﺷﺪه‬‫اﻧﺪ‬)(‫ﻣﯿﺸﻮد‬ ‫ﺷﺎﻣﻞ‬ ‫را‬ ‫ﻫﺎ‬ ‫ﮔﯿﺮی‬ ‫ﺗﺼﻤﯿﻢ‬(

‫اﺣﺘﻤﺎﻟﯽ‬ ‫ﻫﺎی‬ ‫ﺧﻄﺎ‬!
•‫ﺗﻮ‬ ‫رو‬ ‫ﺧﻄﺎ‬ ‫ﻫﻤﯽ‬ ‫ﻫﻢ‬ ‫دﯾﮕﻪ‬ ‫ﻧﻔﺮ‬ ‫ﭼﻨﺪ‬ ،‫ﻧﮑﺮدم‬ ‫ﭘﯿﺪا‬ ‫رو‬ ‫ﺧﻄﺎ‬ ‫اﯾﻦ‬ ‫دﻟﯿﻞ‬‫ﻣﮏ‬‫داﺷﺘﻨﺪ‬) .‫ﻣﺸﮑﻞ‬‫اﺣﺘ‬‫ﻤﻼ‬‫از‬
‫ﻫﺴﺘﺶ‬ ‫ﺟﺎوا‬(
•‫رو‬ ‫ﻋﺎﻣﻞ‬ ‫ﺳﯿﺴﺘﻢ‬ ‫ﻓﻘﻂ‬ ‫ﺧﻄﺎ‬ ‫اﯾﻦ‬ ‫رﻓﻊ‬ ‫ﺑﺮای‬‫رﯾﺴﺘﺎرت‬‫ﻣﯿﮑﻨﯿﻢ‬!
•‫ﻟﯿﻨﮏ‬‫ﮔﯿﺖ‬‫ﻫﺎب‬:https://github.com/rapidprom/rapidprom-source/issues/44

Done!By Benyamin salimi
Benyamin.Salimi@Gmail.com
http://www.slideshare.net/benyaminsalimi

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