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Course: ISE 220, Fall 2009
School: Texas A&M
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to Introduction Production and Manufacturing Systems 05/19/09 2006 Prentice Hall, Inc. ISEN 220 Texas A&M Industrial Engineering 1 16 1 Newsvendor Model Unlike the EOQ model, the newsvendor model: 1. allows demand to be random, 2. is a one-period model, i.e., we make a oneshot decision 2006 Prentice Hall, Inc. 16 2 Newsvendor Model No re-stocking allowed. Discussion: How restrictive is the...

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to Introduction Production and Manufacturing Systems 05/19/09 2006 Prentice Hall, Inc. ISEN 220 Texas A&M Industrial Engineering 1 16 1 Newsvendor Model Unlike the EOQ model, the newsvendor model: 1. allows demand to be random, 2. is a one-period model, i.e., we make a oneshot decision 2006 Prentice Hall, Inc. 16 2 Newsvendor Model No re-stocking allowed. Discussion: How restrictive is the one-period assumption? 2006 Prentice Hall, Inc. 16 3 Newsvendor Model Define the following notation: Q = number of units stocked in the beginning of the period. D = demand, a random variable. co = overage cost, i.e., cost per unit remaining in inventory at the end of the period. cu = underage cost, i.e., cost per unit of unsatisfied demand. F(x) = cumulative distribution function for D, i.e., P(D x) 2006 Prentice Hall, Inc. 16 4 Newsvendor Model Why not just stock exactly enough to satisfy the mean demand? 2006 Prentice Hall, Inc. 16 5 Newsvendor Model How much should we stock in optimality? 2006 Prentice Hall, Inc. 16 6 Newsvendor Model 2006 Prentice Hall, Inc. 16 7 Newsvendor Model 2006 Prentice Hall, Inc. 16 8 Newsvendor Example 2006 Prentice Hall, Inc. 16 9 Supply Chain Management What is a Supply Chain? Network of entities: Suppliers (and their suppliers) Manufacturers of semi-finished and finished products Distributors Customers 2006 Prentice Hall, Inc. 16 10 2006 Prentice Hall, Inc. 16 11 The Strategic Importance of the Supply Chain Supply-chain management is the integration of the activities that procure materials and services, transform them into intermediate goods and the final product, and deliver them to customers Competition is no longer between companies; it is between supply chains 2006 Prentice Hall, Inc. 16 12 A Supply Chain -- Beer Figure 11.1 2006 Prentice Hall, Inc. 16 13 Supply Chain Flows Downstream flows: Upstream flows: 2006 Prentice Hall, Inc. 16 14 Integration of Suppliers: Volkswagen Brazil Brazilian plant employs 1000 workers 200 work for VW and are responsible for overall quality, marketing, research, and design 800 work for other contractors and do the assembly work 2006 Prentice Hall, Inc. 16 15 Volkswagen Brazil Important elements of this concept VW is buying not only materials, also but the labor and related services Suppliers are integrated tightly into VW's own network, right down to assembly work in the plant Purchase costs in the auto industry exceed 60% of the sales dollar, so any savings are significant 2006 Prentice Hall, Inc. 16 16 Volkswagen Brazil 2006 Prentice Hall, Inc. 16 17 Supplier Relationships Negotiating with many suppliers Long-term partnering with few suppliers Vertical integration 2006 Prentice Hall, Inc. 16 18 Many Suppliers Commonly used for commodity products Purchasing is typically based on price Suppliers are pitted against one another 2006 Prentice Hall, Inc. 16 19 Few Suppliers Buyer forms longer term relationships with fewer suppliers Create value through economies of scale and learning curve improvements 2006 Prentice Hall, Inc. 16 20 Vertical Integration Vertical Integration Raw material (suppliers) Iron ore Examples of Vertical Integration Silicon Farming Backward integration Steel Current transformation Automobiles Integrated circuits Flour milling Forward integration Distribution systems Circuit boards Finished goods (customers) 2006 Prentice Hall, Inc. Dealers Computers Watches Calculators Baked goods Figure 11.2 16 21 Vertical Integration Developing the ability to produce goods or service previously purchased Integration may be forward, towards the customer, or ...

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Texas A&M - ISE - 220
Introduction to Production and Manufacturing Systems05/19/09 2006 Prentice Hall, Inc.ISEN 220Texas A&M Industrial Engineering116 1Newsvendor Model Unlike the EOQ model, the newsvendor model: 1. allows demand to be random, 2. is a one-p
Texas A&M - ISE - 220
Introduction to Production and Manufacturing Systems05/19/09 2006 Prentice Hall, Inc.ISEN 220Texas A&M Industrial Engineering116 1Issues in an Integrated Supply Chain Local optimization - focusing on local profit or cost minimization bas
Iowa State - AGRON - 051112
From: dtclarke@netins.netTo: stormreportDate: Sat, 12 Nov 2005 16:06:04 -0600Subject: Hail - Casey
Iowa State - AGRON - 060413
From: stedman3 Subject: Severe Weather Report from KCRG.comHere is some hail that we had in Traer, IA. Thought you might want topics of them.Hope to be of some help,Stewart StedmanTraer, IA
Iowa State - AGRON - 051112
Simon Wang
Iowa State - AGRON - 050612
From: NANNYGOAT04Date: Sun, 12 Jun 2005 23:01:23 EDTSubject: Grays Lake 6-12-05 about 830pm nancy Lord
Iowa State - AGRON - 060508
From: "A Skellenger" Date: Mon, 08 May 2006 19:17:48 -0500Subject: {Spam?} Stuart Hail 05/08/06<html><div style='background-color:'><P>This picture was taken in Stuart,IA at about 7:00 pm, May 8th, 2006. Cody Sherman took the picture andused a
Iowa State - AGRON - 060725
From: AlysiaSent: Wednesday, July 26, 2006 1:30 AMTo: Storm shotsSubject: Severe Weather Report from KCRG.comLooking west 7p.m. 7.25.06Between Hwy 6 & I-80 3 mi. SE of Oxford/ 3 mi. W of Tiffin.
Iowa State - AGRON - 070812
From: Dean FeightDate: Aug 12, 2007 8:36 PMSubject: Storm reportHere are some pictures taken at 7:45 pm this evening at 15085 450thst in Lucas County around 4.5 miles South of lucas.
Marshall - NUR - 421
ETHICAL DILEMMAS IN COMMUNITY HEALTH NURSINGETHICSPRINCIPLES & RULES THAT DICTATE ONE'S CONDUCT IN A GIVEN SITUATIONETHICSMORAL DUTY GOOD vs BAD OBLIGATION RIGHT vs WRONGINFLUENCES ON ETHICAL DECISION MAKING SOCIETY CODE OR LAWS PERSONA
Iowa State - AGRON - 050819
John-I did some follow up on the snapped powerpoll near Nevada. TheNevada PoliceDepartment tells me that the poll was leaning and not snapped. Thelocationis Northwest of Nevada. I caught a couple of pictures and talkedwith agentleman from M
Iowa State - AGRON - 071002
From: ron Subject: Fw: Pre-storm picturesCheck out these cool pictures taken by my husband, Bryan Flannery, atFedEx Freight on NE 22nd St.Thanks,Lynn Flannery
Iowa State - AGRON - 071007
From: Jezem3Date: Oct 7, 2007 10:18 PMSubject: Sunset tonight(10-07-07) in West Des Moines1. Exact time and date of the event.- 6:30PM, 10/07/07.2. Exact address and County, including road intersections ifavailable.- 42nd and University in We
Iowa State - AGRON - 080604
From: Cary Sommerla Date: Jun 4, 2008 6:55 PMSubject: tornado south of Malvern Ia Here are photos of a tornado that formed in my backyard just south ofMalvern Ia at about 6:20pm. I do have video of if you would like. Just letme know.Thanks
Iowa State - AGRON - 070321
From: William Jackson Date: Mar 21, 2007 1:00 PMSubject: Storm reportFrom: Bill JacksonWaukee, IA Storm Wed. March 21st, 2007, 9:15 a.m.Hail Storm and heavy winds.Large variety of hail size, some as big as 1"
Iowa State - AGRON - 050625
From: mikalSent: Sunday, June 26, 2005 3:28 PMSubject: Possible Funnel Clound ? near vets stadium photos on Sat 6-25KCRG Weather Team, these are photos taken last nightaround 6:30pm at the stadium when my family arrivedfor a Kernels game, We a
Marshall - NUR - 421
GROUPA COLLECTION OF INTERACTING INDIVIDUALS WHO HAVE A COMMON PURPOSECHARACTERISTICS OF GROUPSSTRUCTURE SHARED GOALS COMMON SENSE OF IDENTITYADVANTAGES0. COST EFFECTIVE 1. MEMBERS REALIZE THEIR PROBLEMS ARE SIMILAR TO OTHERS 2. MEMBERSHIP INT
Iowa State - AGRON - 050613
"Michele Schroeder" Subject: Hail storm pictures from Ankeny 06/13/2005 08:53 PMDear John,Here are some pictures taken during and just after the hailstorm in Ankeny.Feel free to use or not use any of them.
Iowa State - AGRON - 060330
From: Charles Adams Subject: Viewer News Photo WEATHER WEST DES MOINESWest Des Moines 6pm 3/30/2006
Iowa State - AGRON - 060413
From: Ed Van Lennep Subject: Approaching April 13th StormThis is a pic of the Storm as it neared Garber and the sharp, Jaggedhail sones it produced.Ed & Alicia Van Lennep
Iowa State - AGRON - 070930
From: Meader, Shane Date: Oct 1, 2007 11:17 AMWe were driving westbound on I-80 just east of Grinnell last night(8/30/2007) through heavy thunderstorms. At about 6:53 my wife Eileensays, "that could be a tornado" pointing to a sharp dip in thec
Iowa State - AGRON - 080625
Date: Wed, Jun 25, 2008 at 7:57 PMSubject:hail west of granger. abbey richardson.
Iowa State - AGRON - 050526
From: "Myron Lawler" Date: Thu, 26 May 2005 16:17:02 -0500Subject: wind at LatimerI am Gloria Lawler a paraeducator at CAL Community School. At 3:45 todayas I was leaving the building I saw the dust rising upward in the westernsky. The wind w
Marshall - NUR - 421
vti_encoding:SR|utf8-nl vti_timelastmodified:TR|22 Sep 2006 13:26:11 -0000 vti_extenderversion:SR|6.0.2.6551 vti_author:SR|MARSHALL\blair41 vti_modifiedby:SR|MARSHALL\blair41 vti_timecreated:TR|22 Sep 2006 13:26:11 -0000 vti_cacheddtm:TX|22 Sep 2006
Iowa State - AGRON - 050526
From: "TheMartin's" Date: Thu, 26 May 2005 21:59:44 -0500Subject: May 26 - Hardin County WindNear Hubbard, in southwest Hardin Countylarge tree limb down outside the back garage door8:45 p.m.Rachel and Steve Martin
Iowa State - AGRON - 060620
From: Stephanie Sent: Tuesday, June 20, 2006 10:39 AMSubject: resent pics - larger sizehi! Here they are the larger size. Thanks!Stephanie
Texas A&M - INEN - 420
Chapter 4 The Simplex Algorithm Part IBased on Introduction to Mathematical Programming: Operations Research, Volume 1 4th edition, by Wayne L. Winston and Munirpallam VenkataramananLewis NtaimoL. Ntaimo (c) 2005 INEN420 TAMU1Introduction
Iowa State - AGRON - 080809
From: Jay LynchDate: Sat, Aug 9, 2008 at 7:17 PM We are located about 6 miles north and east of Clare on Humboldt CountyRoad C-46.Emily Lynch
Texas A&M - INEN - 420
Chapter 4 The Simplex Algorithm Part IIBased on Introduction to Mathematical Programming: Operations Research, Volume 1 4th edition, by Wayne L. Winston and Munirpallam VenkataramananLewis NtaimoL. Ntaimo (c) 2005 INEN420 TAMU1So Far .
Texas A&M - INEN - 420
Sensitivity Analysis and DualityPart I Sensitivity AnalysisBased onChapter 6Introduction to Mathematical Programming: Operations Research, Volume 1 4th edition, by Wayne L. Winston and Munirpallam VenkataramananLewis NtaimoL. Ntaimo (c) 200
Texas A&M - INEN - 420
Sensitivity Analysis and DualityPart II DualityBased onChapter 6Introduction to Mathematical Programming: Operations Research, Volume 1 4th edition, by Wayne L. Winston and Munirpallam VenkataramananLewis NtaimoL. Ntaimo (c) 2005 INEN420 TA
Texas A&M - INEN - 420
Brief Introduction to Modeling and Optimization Software(CPLEX, LINDO, LINGO, AMPLE, EXCEL Solver)Based onChapter 3-4Introduction to Mathematical Programming: Operations Research, Volume 1 4th edition, by Wayne L. Winston and Munirpallam Venkat
Texas A&M - INEN - 420
Date: 04/11/2005 SPRING 2005 INEN 420 - LINGO DIET PROBLEM (Chapter 3 Example 6) LINGO has a different format for the file input: MIN = 50*x1 + 20*x2 + 30*x3 + 80*x4; 400*x1 + 200*x2 + 150*x3 + 500*x4 >= 500; 3*x1 + 2*x2 >= 6; 2*x1 + 2*x2 + 4*x3 + 4*
Texas A&M - INEN - 420
Transportation and Assignment ProblemsBased onChapter 7Introduction to Mathematical Programming: Operations Research, Volume 1 4th edition, by Wayne L. Winston and Munirpallam VenkataramananLewis Ntaimo1 L. Ntaimo (c) 2005 INEN420 TAMU7.1Tr
Texas A&M - INEN - 420
Remaining ClassesTuesday, April 19: Assignment, introduction to networks (shortest path) Class evaluations (20 minutes before end of class). Thursday, April 21: No class (Team project day) Meet with your team and work on your semester project! Tuesd
Iowa State - AGRON - 080625
From: Adam Egeland Date: Wed, Jun 25, 2008 at 7:36 PMSubject: Pic of Hail in NevadaIn case you are interested. Here is a picture of the hail that fell inNevada this evening (about 7:15pm, June 25th 2008).Adam
Texas A&M - INEN - 420
Introduction to NetworksNetwork Models (Applications) Notation and Terminology The Shortest Path Problem Dijkstra's Algorithm for Solving the Shortest Path Problem1MIT and James Orlin 2003Network ModelsOptimization models that exhibit a very
Texas A&M - INEN - 420
Chapter 8 Network Modelsto accompany Introduction to Mathematical Programming: Operations Research, Volume 1 4th edition, by Wayne L. Winston and Munirpallam VenkataramananPresentation by: H. Sarper1Copyright 2003 Brooks/Cole, a division of T
Texas A&M - INEN - 420
INEN 420 Final ReviewOffice Hours: Mon, May 2 - 2:00 - 3:00 p.m. Tues, May 3 - 12:45-2:00 p.m. (Project Report/Critiques due on Thurs, May 5 by 5:00 p.m.)Tuesday, April 28, 2005L. Ntaimo (c) 2005 INEN420 TAMU1Final Exam: Wednesday, May 11,
Texas A&M - INEN - 420
INEN 420 SPRING 2005 Voluntary Course Evaluation Instructor: Dr. Lewis Ntaimo Date: Thurs, April 28, 2005. Student Name (Optional):1. What did you like the most about this course?2. What did you not like about this course?3. Do think you benefi
Iowa State - AGRON - 080625
From: amy inskeep Date: Wed, Jun 25, 2008 at 7:46 PMSubject: STW for Story county .near quarter size hail in Nevada, IA approximately 7:25 pm Wednesday6-25-08Respectfully,Amy Wonch
Iowa State - AGRON - 060415
From chaser Chris Karstens on Cass/ Adubon stormThis was shot appox. 1 or 2 miles south of Marne, IA on M56 in western CassCounty. We were looking west. I believe the time was just after 7:30 orso.
Iowa State - AGRON - 070426
Date: Thu, 26 Apr 2007 08:21:54 -0500 (CDT)From: Chris KarstensPICT0889.JPG PICT0893.JPGThese are north of the campus, along squaw creek.PICT0903.JPG PICT0908.JPGThese are the intramural fields east of Jack Trice.PICT0923.JPG PICT0922.JPGTh
Iowa State - AGRON - 070506
From: Connie and Max Date: May 6, 2007 1:37 PMSubject: Storm Damage Anita and Lake Anita Stare Park The severe thunderstorm that went through Anita just before 4 AM causedthis damage. This damage is all in a 1/2 long section of Hwy 148 from th
Iowa State - AGRON - 060620
From: Dahms & Hoeg Insurance Dahms & Hoeg InsuranceSent: Tuesday, June 20, 2006 8:46 AMMark or Jeff:I dont know if these pictures will do justice - I was just wondering -what type of clouds these are - as no one in the office has seen thesety
Iowa State - AGRON - 070812
From: Andrew Cole Date: Aug 12, 2007 8:08 PMSubject: THUNDERSTROM AT LAMONITHIS WAS THE CLOUD FORMATION THAT ROLLED OVER LAMONI BEFORE THETERENCHAL DOWN POUR IN LAMONI THIS EVENING.ANYTHING COME OUT OFTHIS?ANDREW COLE
Iowa State - AGRON - 060308
Scott & Kristi Roosehail report - Mahaska County03/08/2006 05:34John,Hello, we thought you might be interested in recieving this report:We recieved pea to marble size hail this afternoon around 5:05P. Seeattached. We live in Richland Township
Iowa State - AGRON - 070223
From: Beckie LampDate: Feb 23, 2007 4:09 PMSubject: storm photosHere are some more photos taken in Webster City, Ia at my home.Beckie Lamp
Iowa State - AGRON - 060810
From: mdoolittle Date: Fri, 11 Aug 2006 01:21:41 +0000 Subject: {Spam?} Cold Air Funnel and Funnel Cloud Photos from todays weather event in southern Hamilton and southern Webster Counties. These were spotted 1 mi
Iowa State - AGRON - 060308
David Foster03/09/2006 07:43 AMHere are some pictures from Corydon on Wednesday March 8th around 5:45 p.m.ThanksTaylor Foster
Iowa State - AGRON - 050629
From: "J VASQUEZ" Date: Wed, 29 Jun 2005 21:22:19 -0500Subject: Storm photos in Carroll
Iowa State - AGRON - 080625
From: Michael EmeryDate: Wed, Jun 25, 2008 at 7:43 PMSubject: Hail Storm in Nevada, IA 6/25 These are from the Hail storm that rolled through Nevada, IA on 6/25 @around 7:25pmMichael Emery
Iowa State - AGRON - 060402
From: Dan spotman SpottenSubject: Viewer News Photo Or VideoTaken from the roof of my front porch, 1 block SE of the town square,facing SE @ 4:40pm this afternoon (4/02/06) These clouds were boilingand rolling.Dan Spotten512 LibertyPella, I
Iowa State - AGRON - 060620
From: chriskentSubject: Cloud pictures from MarionSome pictures taken this morning around 9:45 AM from my home inMarion.
Texas A&M - INEN - 689
ISEN 689-701 SYSTEMS THINKING AND ANALYSISProject ProposalSelf-Powered SkyscrapersProblem DefinitionThe world population is expected to double by the middle of the 21st century, and economic development needs to continue. To sustain the economi
Texas A&M - INEN - 689
Zero Emissions City Energy is fundamental to our quality of lives. Energy provides us with electricity and heat daily; it powers our industry, transport and modern ways of life. Lately, there has been growing concerns about the environmental effe
Texas A&M - INEN - 689
Remote Presence Robot for Tele-Conferencing in HealthcareGroup Members: Vivek Chandrasekaran Pradheep Lakshmanaswamy Venkat Ramana Reddy GayamProblem statement: Normally in Hospitals, the ratio of physicians to the patients is very low, the task
Texas A&M - INEN - 689
ISEN 689: SYSTEMS THINKING AND ANALYSISProposal for project onAUTOMATED HIGHWAY SYSTEMSubmitted byAmlan Nanda Ananth Benedict Yatharth WadhwaDepartment of Industrial and Systems Engineering Texas A&M UniversityDesign of an Automated Highwa
Texas A&M - INEN - 689
System Thinking Project ProposalELAR (Elderly Life Assisting Robot)Chiao-Yun Chang Giang Nguyen 1. Problem Situation a. Executive summaryb. States the problem The U.S. older population, persons 65 years or older, was numbered 37.3 million in 200
Texas A&M - INEN - 689
SYSTEMS THINKING SEMESTER PROJECT: TITLE: Universal Travelers Identification / Airport Security System and Database. Kalyan S. Roy and Aaron J. Knapek PURPOSE: Easier identification of travelers worldwide and enhanced security measures for the major
Texas A&M - INEN - 689
BY VIVIANA DE LA TORRE JULIAN GALLEGO EDUARDO PEREZINEN 689PROBLEM SITUATIONThe passing of time has given to humankind the capacity to understand and modify its environment in order to improve the standard of living among the different organize