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			 Targa, Panamera Turbo 
			
			
		
			
				
			
			
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				In Case There are Any Scientists or Engineers Out there...
			 
			
			Perhaps you are a scientist or engineer or know one or even a student?  This may be of interest: 
		
	
		
	
			
				https://www.amazon.com/Designed-Experiments-Science-Engineering-Holloway/dp/1032854413/ref=sr_1_1?crid=3KBBRMJ684D7M&dib=eyJ2IjoiMSJ9.3Mj_lZLzPKIEkTaZPJuRHw.GB9rDK6soX iZGo4wEFumYePerny6ZkKFbzbngandEI8&dib_tag=se&keywords=designed+experiments+for+science+and+engi neering+by+michael+d+holloway&qid=1718920658&sprefix=designed+experiments+for+science+and+engin eering+by+michael+d+holloway+%2Caps%2C112&sr=8-1 ![]() There is a story behind the cover art... 
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	Michael D. Holloway https://simple.m.wikipedia.org/wiki/Michael_D._Holloway https://5thorderindustry.com/ https://www.amazon.com/s?k=michael+d+holloway&crid=3AWD8RUVY3E2F&sprefix= michael+d+holloway%2Caps%2C136&ref=nb_sb_noss_1  | 
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			 Targa, Panamera Turbo 
			
			
		
			
				
			
			
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			other titles in case anyone is interested: 
		
	
		
	
			
			
		
		
		
		
		
			https://www.amazon.com/s?k=michael+d+holloway&crid=3AWD8RUVY3E2F&sprefix=michael+d+holloway%2Caps%2C136&ref=nb_sb_noss_1 
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	Michael D. Holloway https://simple.m.wikipedia.org/wiki/Michael_D._Holloway https://5thorderindustry.com/ https://www.amazon.com/s?k=michael+d+holloway&crid=3AWD8RUVY3E2F&sprefix= michael+d+holloway%2Caps%2C136&ref=nb_sb_noss_1  | 
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			why would i want to buy a book on the worst part of engineering ... DOEs suck. DOEs mean you dont know what your doing and why its happening. bad news all round.
		 
		
	
		
	
			
			
		
		
		
		
		
		
		
	
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			The topic might be interesting - I'm just not sure of that author   
		
	
		
	
			
			
		
		
		
		
		
			 
		
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	Mark '83 SC Targa - since 5/5/2001 '06 911 S Aerokit - from 5/2/2016 to 11/14/2018 '11 911 S w/PDK - from 7/2/2021 to ???  | 
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			Congrats, Lubey!
		 
		
	
		
	
			
			
		
		
		
		
		
			
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	Dale 1985 Carrera 3.2 -- SOLD 2026 Jaguar F-Pace / 2025 Ford Bronco Sport  | 
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			Meh.  Let us know when the 8th Edition is released. 
		
	
		
	
			
			
		
		
		
		
		
			Just kidding. Congrats, Mike. We miss you here. 
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	Man of Carbon Fiber (stronger than steel) Mocha 1978 911SC. "Coco"  | 
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			I'm gonna wait for the movie ... in IMAX  
		
	
		
	
			
			
		
		
		
		
		
		
		
	
	 
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		 Quote: 
	
 One problem is that everything is estimates of estimates of a population and things get wonky when you deviate from standardized PDFs. Even more so when you're looking to understand the likelihood of rare things in the tails. 
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	'78SC, lots of other boring cars...  | 
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 im less mocking DOEs, and more pointing out that when you need a good DOE, you are deep **** and not having fun. life is hard when you dont have a fundamental understanding of your system.  | 
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			lubey, what part of Houston are you in?
		 
		
	
		
	
			
			
		
		
		
		
		
			
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	-Tom '73 911T MFI - in process of being restored '73 911T MFI - bare bones '87 924S - Keep's the Porsche DNA in my system while the 911 is down. aka "Wolf boy"  | 
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The part that's a LOT closer to Dallas   
		
	
		
	
			
			
		
		
		
		
		
			 
		
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	Mark '83 SC Targa - since 5/5/2001 '06 911 S Aerokit - from 5/2/2016 to 11/14/2018 '11 911 S w/PDK - from 7/2/2021 to ???  | 
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 I know nothing about engineering or even what a DOE is but I know English when I see it, or don't.  | 
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			 Still here 
			
			
		
			
				
			
			
								
		
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			 Targa, Panamera Turbo 
			
			
		
			
				
			
			
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Moved to town house in Mid-Town / the 'Tre' a few months ago...
		 
		
	
		
	
			
			
		
		
		
		
		
			
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	Michael D. Holloway https://simple.m.wikipedia.org/wiki/Michael_D._Holloway https://5thorderindustry.com/ https://www.amazon.com/s?k=michael+d+holloway&crid=3AWD8RUVY3E2F&sprefix= michael+d+holloway%2Caps%2C136&ref=nb_sb_noss_1  | 
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	Michael D. Holloway https://simple.m.wikipedia.org/wiki/Michael_D._Holloway https://5thorderindustry.com/ https://www.amazon.com/s?k=michael+d+holloway&crid=3AWD8RUVY3E2F&sprefix= michael+d+holloway%2Caps%2C136&ref=nb_sb_noss_1  | 
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 1. Determine your research objective: • Is it screening and identifying key factors? • Are you looking to estimate the main effects and interactions? • Do you want to build a response surface model and optimize the process? 2. Consider the number of factors involved: • One factor: One-Factor-at-a-Time (OFAT): Simple but inefficient for exploring interactions. • Two factors: o Full Factorial: Efficient for exploring all combinations and interactions but can be costly for many factors. o 2-Factor Central Composite Design (CCD): More advanced, allows for model building and optimization with curvature exploration. • Three or more factors: o 3-Factor Central Composite Design (CCD): More advanced, allows for model building and optimization with curvature exploration. o Box-Behnken Design: Efficient for exploring quadratic terms without requiring as many runs as a full factorial. o Plackett-Burman Design: Useful for screening many factors with limited resources, but only provides information about main effects. o Fractional Factorial Design: Efficient for screening and identifying key factors, requiring fewer runs than a full factorial. o Derringer Design: Useful for optimizing multiple responses simultaneously when interactions are important. 3. Analyze your budget and resource constraints: • Limited resources: Consider Plackett-Burman, Fractional Factorial, or even OFAT if interactions are not a major concern. Choose smaller designs with fewer runs. • Ample resources: Full factorial, CCD, or Box-Behnken designs can be beneficial for detailed analysis and model building. 4. Assess the expected relationship between factors and response: • Linear relationship: Factorial, Box-Behnken, or Fractional Factorial designs might suffice. • Non-linear relationship: Central Composite Design (Derringer Design) might be better to capture curvature and complex interactions. • Unknown relationship: Start with a Fractional Factorial design (Plackett-Burman design) to identify key factors, then follow up with a more specific design based on the findings. 5. Consider experimental error and accuracy needs: • High accuracy: Include replicates in your design, especially at the center point. Choose designs with inherent replication or error estimation capability. • Initial exploration and rough estimates: Fewer replicates might be acceptable, depending on the tolerance for error. 
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	Michael D. Holloway https://simple.m.wikipedia.org/wiki/Michael_D._Holloway https://5thorderindustry.com/ https://www.amazon.com/s?k=michael+d+holloway&crid=3AWD8RUVY3E2F&sprefix= michael+d+holloway%2Caps%2C136&ref=nb_sb_noss_1  | 
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			 Targa, Panamera Turbo 
			
			
		
			
				
			
			
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			Well, I can't imagine it took you very long.
		 
		
	
		
	
			
			
				
					
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	Michael D. Holloway https://simple.m.wikipedia.org/wiki/Michael_D._Holloway https://5thorderindustry.com/ https://www.amazon.com/s?k=michael+d+holloway&crid=3AWD8RUVY3E2F&sprefix= michael+d+holloway%2Caps%2C136&ref=nb_sb_noss_1  | 
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