SlideShare uma empresa Scribd logo
1 de 23
Chapter 7 Introduction to Linear Programming
[object Object],Giapetto example
[object Object]
Example of Linear Programming Problem ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Giapetto wants to maximize weekly profit (revenues – expenses).  Formulate a mathematical model of Giapetto’s situation that can be used maximize weekly profit.
Example of Linear Programming Problem ,[object Object],Decision Variables x 1  = # of soldiers produced each week x 2  = # of trains produced each week Objective Function  The decision maker wants to maximize (usually revenue or profit) or minimize (usually costs) some function of the decision variables.
Example of Linear Programming Problem ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example of Linear Programming Problem ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example of Linear Programming Problem Sign Restrictions If the decision variable can assume only nonnegative values, the sign restriction x i   ≥  0 is added.  If the variable can assume both positive and negative values, the decision variable x i  is  unrestricted in sign  (often abbreviated  urs ). The coefficients of the constraints are often called the  technological coefficients .  The number on the right-hand side of the constraint is called the constraint’s right-hand side (or  rhs ).
Example of Linear Programming Problem ,[object Object],Max z = 3x 1  + 2x 2   (objective function) Subject to (s.t.) 2 x 1  + x 2   ≤  100 (finishing constraint)   x 1  + x 2   ≤   80 (carpentry constraint)   x 1   ≤   40 (constraint on demand for soldiers)   x 1   ≥   0 (sign restriction) x 2     ≥   0 (sign restriction)
What Is a Linear Programming Problem? ,[object Object],[object Object],[object Object],[object Object],A linear programming problem (LP) is an optimization problem for which we do the following:
Assumptions of Linear Programming ,[object Object],[object Object],[object Object],[object Object]
Assumptions of Linear Programming 1.  The contribution of each variable to the left-hand side of each constraint is proportional to the value of the variable.  2.  The contribution of a variable to the left-hand side of each constraint is independent of the values of the variable.   Each LP constraint must be a linear inequality or linear equation has two implications:
Assumptions of Linear Programming ,[object Object],[object Object],[object Object],[object Object]
What Is a Linear Programming Problem? ,[object Object],[object Object],[object Object],Giapetto Constraints 2 x 1  + x 2   ≤ 100  (finishing constraint) x 1  + x 2   ≤  80  (carpentry constraint) x 1   ≤  40  (demand constraint) x 1   ≥ 0  (sign restriction) x 2   ≥ 0  (sign restriction) The  feasible region  of an LP is the set of all points satisfying all the LP’s constraints and sign restrictions.
What Is a Linear Programming Problem? ,[object Object],[object Object],Most LPs have only one optimal solution.  However, some LPs have no optimal solution, and some LPs have an infinite number of solutions.
Graphical Solution to a 2-Variable LP ,[object Object],Since the Giapetto LP has two variables, it may be solved graphically.  The feasible region is the set of all points satisfying the constraints: Giapetto Constraints 2 x 1  + x 2   ≤ 100  (finishing constraint) x 1  + x 2   ≤  80  (carpentry constraint) x 1   ≤  40  (demand constraint) x 1   ≥ 0  (sign restriction) x 2   ≥ 0  (sign restriction) A graph of the constraints and feasible region is shown on the next slide.
Graphical Solution to a 2-Variable LP Any point on or in the interior of the five sided polygon DGFEH(the shade area) is in the  feasible region .  Isoprofit  line for maximization problem ( Isocost  line for minimization problem )is a set of points that have the same z-value
Two type of Constraints ,[object Object],A constraint is  binding  if the left-hand and right-hand side of the constraint are  equal  when the optimal values of the decision variables are substituted into the constraint.
Two type of Constraints A constraint is  nonbinding  if the left-hand side and the right-hand side of the constraint are  unequal  when the optimal values of the decision variables are substituted into the constraint.
Special Cases of Graphical Solution ,[object Object],[object Object],[object Object]
Alternative or Multiple Solutions Any point (solution) falling on line segment  AE  will yield an optimal solution with the same objective value
no feasible solution No feasible region exists Some LPs have no solution.  Consider the following formulation:
Unbpunded LP The constraints are satisfied by all points bounded by the x 2  axis and on or above AB and CD.  There are points in the feasible region which will produce  arbitrarily large z-values (unbounded LP) .

Mais conteúdo relacionado

Mais procurados

Goal programming 2011
Goal programming 2011Goal programming 2011
Goal programming 2011chaitu87
 
LP linear programming (summary) (5s)
LP linear programming (summary) (5s)LP linear programming (summary) (5s)
LP linear programming (summary) (5s)Dionísio Carmo-Neto
 
Simple regression model
Simple regression modelSimple regression model
Simple regression modelMidoTami
 
Linear Programming (graphical method)
Linear Programming (graphical method)Linear Programming (graphical method)
Linear Programming (graphical method)Kamel Attar
 
Graphical Method
Graphical MethodGraphical Method
Graphical MethodSachin MK
 
Income consumption curve,price consumption curve, engles law
Income consumption curve,price consumption curve, engles law  Income consumption curve,price consumption curve, engles law
Income consumption curve,price consumption curve, engles law Ekta Doger
 
theory of game (game theory)
theory of game (game theory)theory of game (game theory)
theory of game (game theory)Naveen Kumar
 
Demand forecasting with Delphi Method, Trend Projection Method and other methods
Demand forecasting with Delphi Method, Trend Projection Method and other methodsDemand forecasting with Delphi Method, Trend Projection Method and other methods
Demand forecasting with Delphi Method, Trend Projection Method and other methodsMilton Kumar
 
Operation Research (Simplex Method)
Operation Research (Simplex Method)Operation Research (Simplex Method)
Operation Research (Simplex Method)Shivani Gautam
 

Mais procurados (20)

Lecture27 linear programming
Lecture27 linear programmingLecture27 linear programming
Lecture27 linear programming
 
Goal programming 2011
Goal programming 2011Goal programming 2011
Goal programming 2011
 
Decision theory
Decision theoryDecision theory
Decision theory
 
Linear programming
Linear programmingLinear programming
Linear programming
 
Linear programing
Linear programing Linear programing
Linear programing
 
LP linear programming (summary) (5s)
LP linear programming (summary) (5s)LP linear programming (summary) (5s)
LP linear programming (summary) (5s)
 
simplex method
simplex methodsimplex method
simplex method
 
Integer programming
Integer programmingInteger programming
Integer programming
 
Simple regression model
Simple regression modelSimple regression model
Simple regression model
 
linear programming
linear programminglinear programming
linear programming
 
Linear programing
Linear programingLinear programing
Linear programing
 
Linear Programming (graphical method)
Linear Programming (graphical method)Linear Programming (graphical method)
Linear Programming (graphical method)
 
linear programming
linear programming linear programming
linear programming
 
Graphical Method
Graphical MethodGraphical Method
Graphical Method
 
Income consumption curve,price consumption curve, engles law
Income consumption curve,price consumption curve, engles law  Income consumption curve,price consumption curve, engles law
Income consumption curve,price consumption curve, engles law
 
theory of game (game theory)
theory of game (game theory)theory of game (game theory)
theory of game (game theory)
 
Demand forecasting with Delphi Method, Trend Projection Method and other methods
Demand forecasting with Delphi Method, Trend Projection Method and other methodsDemand forecasting with Delphi Method, Trend Projection Method and other methods
Demand forecasting with Delphi Method, Trend Projection Method and other methods
 
Operation Research (Simplex Method)
Operation Research (Simplex Method)Operation Research (Simplex Method)
Operation Research (Simplex Method)
 
Ppt on decision theory
Ppt on decision theoryPpt on decision theory
Ppt on decision theory
 
Game theory
Game theoryGame theory
Game theory
 

Destaque

社内勉強会02 ターミナルマルチプレクサ[公開用]
社内勉強会02 ターミナルマルチプレクサ[公開用]社内勉強会02 ターミナルマルチプレクサ[公開用]
社内勉強会02 ターミナルマルチプレクサ[公開用]Keme Sato
 
Cognitive Foreplay
Cognitive ForeplayCognitive Foreplay
Cognitive ForeplayPK Rasam
 
How to build an environment that enables Innovation.
How to build an environment that enables Innovation.How to build an environment that enables Innovation.
How to build an environment that enables Innovation.Johanna Green
 
The Benefits of Social Media Listening for Advancement in Higher Education
The Benefits of Social Media Listening for Advancement in Higher Education The Benefits of Social Media Listening for Advancement in Higher Education
The Benefits of Social Media Listening for Advancement in Higher Education Lisa Kalner Williams
 
Twitter, una sonda permanente de opinión y una vía para canalizar acciones ci...
Twitter, una sonda permanente de opinión y una vía para canalizar acciones ci...Twitter, una sonda permanente de opinión y una vía para canalizar acciones ci...
Twitter, una sonda permanente de opinión y una vía para canalizar acciones ci...Mª Luz Congosto
 
OpenFlowコントローラ開発支援ツールの提案
OpenFlowコントローラ開発支援ツールの提案OpenFlowコントローラ開発支援ツールの提案
OpenFlowコントローラ開発支援ツールの提案Yutaka Yasuda
 
Gamification - Elements for a Gamification Learning Strategy
Gamification - Elements for a Gamification Learning StrategyGamification - Elements for a Gamification Learning Strategy
Gamification - Elements for a Gamification Learning StrategyAndrew Hughes
 
Inspirational Quotes
Inspirational QuotesInspirational Quotes
Inspirational QuotesMark Gilroy
 
Videostream compression in iOS
Videostream compression in iOSVideostream compression in iOS
Videostream compression in iOS*instinctools
 
20160521謝昇佑-不安分的創業:好食機的社會企業
20160521謝昇佑-不安分的創業:好食機的社會企業20160521謝昇佑-不安分的創業:好食機的社會企業
20160521謝昇佑-不安分的創業:好食機的社會企業youthsummit
 
CVPR2015勉強会 Global Refinement of Random Forest
CVPR2015勉強会 Global Refinement of Random ForestCVPR2015勉強会 Global Refinement of Random Forest
CVPR2015勉強会 Global Refinement of Random ForestKoichi Takahashi
 
The Arrival Discussion Questions - Chapter 1
The Arrival Discussion Questions - Chapter 1The Arrival Discussion Questions - Chapter 1
The Arrival Discussion Questions - Chapter 1grantthomasonline
 
Heroku Dyno再起動時の振る舞い
Heroku Dyno再起動時の振る舞いHeroku Dyno再起動時の振る舞い
Heroku Dyno再起動時の振る舞いShunji Konishi
 
実装だって楽したい!〜リアルタイム通信はじめの一歩〜
実装だって楽したい!〜リアルタイム通信はじめの一歩〜実装だって楽したい!〜リアルタイム通信はじめの一歩〜
実装だって楽したい!〜リアルタイム通信はじめの一歩〜Yuka Tokuyama
 
IETF remote participation via Meetecho @ WebRTC Meetup Stockholm
IETF remote participation via Meetecho @ WebRTC Meetup StockholmIETF remote participation via Meetecho @ WebRTC Meetup Stockholm
IETF remote participation via Meetecho @ WebRTC Meetup StockholmLorenzo Miniero
 
Ch.08 บรรจุภัณฑ์เพื่อการนำเข้าและส่งออก (Shipping Packages)
Ch.08 บรรจุภัณฑ์เพื่อการนำเข้าและส่งออก (Shipping Packages)Ch.08 บรรจุภัณฑ์เพื่อการนำเข้าและส่งออก (Shipping Packages)
Ch.08 บรรจุภัณฑ์เพื่อการนำเข้าและส่งออก (Shipping Packages)Thanaphat Tachaphan
 
Caso clínico - Otorrino Mazatlán
Caso clínico - Otorrino MazatlánCaso clínico - Otorrino Mazatlán
Caso clínico - Otorrino MazatlánOtorrino Mazatlán
 

Destaque (20)

社内勉強会02 ターミナルマルチプレクサ[公開用]
社内勉強会02 ターミナルマルチプレクサ[公開用]社内勉強会02 ターミナルマルチプレクサ[公開用]
社内勉強会02 ターミナルマルチプレクサ[公開用]
 
El Modelo de los Tres Tableros
El Modelo de los Tres TablerosEl Modelo de los Tres Tableros
El Modelo de los Tres Tableros
 
Cognitive Foreplay
Cognitive ForeplayCognitive Foreplay
Cognitive Foreplay
 
How to build an environment that enables Innovation.
How to build an environment that enables Innovation.How to build an environment that enables Innovation.
How to build an environment that enables Innovation.
 
The Benefits of Social Media Listening for Advancement in Higher Education
The Benefits of Social Media Listening for Advancement in Higher Education The Benefits of Social Media Listening for Advancement in Higher Education
The Benefits of Social Media Listening for Advancement in Higher Education
 
A history of programming
A history of programmingA history of programming
A history of programming
 
Twitter, una sonda permanente de opinión y una vía para canalizar acciones ci...
Twitter, una sonda permanente de opinión y una vía para canalizar acciones ci...Twitter, una sonda permanente de opinión y una vía para canalizar acciones ci...
Twitter, una sonda permanente de opinión y una vía para canalizar acciones ci...
 
OpenFlowコントローラ開発支援ツールの提案
OpenFlowコントローラ開発支援ツールの提案OpenFlowコントローラ開発支援ツールの提案
OpenFlowコントローラ開発支援ツールの提案
 
Gamification - Elements for a Gamification Learning Strategy
Gamification - Elements for a Gamification Learning StrategyGamification - Elements for a Gamification Learning Strategy
Gamification - Elements for a Gamification Learning Strategy
 
Inspirational Quotes
Inspirational QuotesInspirational Quotes
Inspirational Quotes
 
Videostream compression in iOS
Videostream compression in iOSVideostream compression in iOS
Videostream compression in iOS
 
20160521謝昇佑-不安分的創業:好食機的社會企業
20160521謝昇佑-不安分的創業:好食機的社會企業20160521謝昇佑-不安分的創業:好食機的社會企業
20160521謝昇佑-不安分的創業:好食機的社會企業
 
Atelier Lean Feedback
Atelier Lean FeedbackAtelier Lean Feedback
Atelier Lean Feedback
 
CVPR2015勉強会 Global Refinement of Random Forest
CVPR2015勉強会 Global Refinement of Random ForestCVPR2015勉強会 Global Refinement of Random Forest
CVPR2015勉強会 Global Refinement of Random Forest
 
The Arrival Discussion Questions - Chapter 1
The Arrival Discussion Questions - Chapter 1The Arrival Discussion Questions - Chapter 1
The Arrival Discussion Questions - Chapter 1
 
Heroku Dyno再起動時の振る舞い
Heroku Dyno再起動時の振る舞いHeroku Dyno再起動時の振る舞い
Heroku Dyno再起動時の振る舞い
 
実装だって楽したい!〜リアルタイム通信はじめの一歩〜
実装だって楽したい!〜リアルタイム通信はじめの一歩〜実装だって楽したい!〜リアルタイム通信はじめの一歩〜
実装だって楽したい!〜リアルタイム通信はじめの一歩〜
 
IETF remote participation via Meetecho @ WebRTC Meetup Stockholm
IETF remote participation via Meetecho @ WebRTC Meetup StockholmIETF remote participation via Meetecho @ WebRTC Meetup Stockholm
IETF remote participation via Meetecho @ WebRTC Meetup Stockholm
 
Ch.08 บรรจุภัณฑ์เพื่อการนำเข้าและส่งออก (Shipping Packages)
Ch.08 บรรจุภัณฑ์เพื่อการนำเข้าและส่งออก (Shipping Packages)Ch.08 บรรจุภัณฑ์เพื่อการนำเข้าและส่งออก (Shipping Packages)
Ch.08 บรรจุภัณฑ์เพื่อการนำเข้าและส่งออก (Shipping Packages)
 
Caso clínico - Otorrino Mazatlán
Caso clínico - Otorrino MazatlánCaso clínico - Otorrino Mazatlán
Caso clínico - Otorrino Mazatlán
 

Semelhante a Math

02_Intro to LP.pdf
02_Intro to LP.pdf02_Intro to LP.pdf
02_Intro to LP.pdfLekhaSri46
 
LPP, Duality and Game Theory
LPP, Duality and Game TheoryLPP, Duality and Game Theory
LPP, Duality and Game TheoryPurnima Pandit
 
Limitations of linear programming
Limitations of linear programmingLimitations of linear programming
Limitations of linear programmingTarun Gehlot
 
370_13735_EA221_2010_1__1_1_Linear programming 1.ppt
370_13735_EA221_2010_1__1_1_Linear programming 1.ppt370_13735_EA221_2010_1__1_1_Linear programming 1.ppt
370_13735_EA221_2010_1__1_1_Linear programming 1.pptAbdiMuceeTube
 
Quantitativetechniqueformanagerialdecisionlinearprogramming 090725035417-phpa...
Quantitativetechniqueformanagerialdecisionlinearprogramming 090725035417-phpa...Quantitativetechniqueformanagerialdecisionlinearprogramming 090725035417-phpa...
Quantitativetechniqueformanagerialdecisionlinearprogramming 090725035417-phpa...kongara
 
NON LINEAR PROGRAMMING
NON LINEAR PROGRAMMING NON LINEAR PROGRAMMING
NON LINEAR PROGRAMMING karishma gupta
 
linearprogramingproblemlpp-180729145239.pptx
linearprogramingproblemlpp-180729145239.pptxlinearprogramingproblemlpp-180729145239.pptx
linearprogramingproblemlpp-180729145239.pptxKOUSHIkPIPPLE
 
Linear programming problem
Linear programming problemLinear programming problem
Linear programming problemPOOJA UDAYAN
 
Chapter 6-INTEGER PROGRAMMING note.pdf
Chapter 6-INTEGER PROGRAMMING  note.pdfChapter 6-INTEGER PROGRAMMING  note.pdf
Chapter 6-INTEGER PROGRAMMING note.pdfTsegay Berhe
 
chapter 2 revised.pptx
chapter 2 revised.pptxchapter 2 revised.pptx
chapter 2 revised.pptxDejeneDay
 
chapter 2 revised.pptx
chapter 2 revised.pptxchapter 2 revised.pptx
chapter 2 revised.pptxDejeneDay
 
OR chapter 2.pdf
OR chapter 2.pdfOR chapter 2.pdf
OR chapter 2.pdfAlexHayme
 

Semelhante a Math (20)

02_Intro to LP.pdf
02_Intro to LP.pdf02_Intro to LP.pdf
02_Intro to LP.pdf
 
LPP, Duality and Game Theory
LPP, Duality and Game TheoryLPP, Duality and Game Theory
LPP, Duality and Game Theory
 
Limitations of linear programming
Limitations of linear programmingLimitations of linear programming
Limitations of linear programming
 
LPP.pptx
LPP.pptxLPP.pptx
LPP.pptx
 
370_13735_EA221_2010_1__1_1_Linear programming 1.ppt
370_13735_EA221_2010_1__1_1_Linear programming 1.ppt370_13735_EA221_2010_1__1_1_Linear programming 1.ppt
370_13735_EA221_2010_1__1_1_Linear programming 1.ppt
 
lp 2.ppt
lp 2.pptlp 2.ppt
lp 2.ppt
 
Quantitativetechniqueformanagerialdecisionlinearprogramming 090725035417-phpa...
Quantitativetechniqueformanagerialdecisionlinearprogramming 090725035417-phpa...Quantitativetechniqueformanagerialdecisionlinearprogramming 090725035417-phpa...
Quantitativetechniqueformanagerialdecisionlinearprogramming 090725035417-phpa...
 
NON LINEAR PROGRAMMING
NON LINEAR PROGRAMMING NON LINEAR PROGRAMMING
NON LINEAR PROGRAMMING
 
Unit.2. linear programming
Unit.2. linear programmingUnit.2. linear programming
Unit.2. linear programming
 
Linear programing problem
Linear programing problemLinear programing problem
Linear programing problem
 
linearprogramingproblemlpp-180729145239.pptx
linearprogramingproblemlpp-180729145239.pptxlinearprogramingproblemlpp-180729145239.pptx
linearprogramingproblemlpp-180729145239.pptx
 
Linear programming problem
Linear programming problemLinear programming problem
Linear programming problem
 
Chapter 6-INTEGER PROGRAMMING note.pdf
Chapter 6-INTEGER PROGRAMMING  note.pdfChapter 6-INTEGER PROGRAMMING  note.pdf
Chapter 6-INTEGER PROGRAMMING note.pdf
 
chapter 2 revised.pptx
chapter 2 revised.pptxchapter 2 revised.pptx
chapter 2 revised.pptx
 
chapter 2 revised.pptx
chapter 2 revised.pptxchapter 2 revised.pptx
chapter 2 revised.pptx
 
CH1.ppt
CH1.pptCH1.ppt
CH1.ppt
 
Unit 2.pptx
Unit 2.pptxUnit 2.pptx
Unit 2.pptx
 
OR chapter 2.pdf
OR chapter 2.pdfOR chapter 2.pdf
OR chapter 2.pdf
 
Ms(lpgraphicalsoln.)[1]
Ms(lpgraphicalsoln.)[1]Ms(lpgraphicalsoln.)[1]
Ms(lpgraphicalsoln.)[1]
 
Graphical method
Graphical methodGraphical method
Graphical method
 

Último

Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfPoh-Sun Goh
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.MaryamAhmad92
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxVishalSingh1417
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxDenish Jangid
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Celine George
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphThiyagu K
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...Nguyen Thanh Tu Collection
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxAreebaZafar22
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxVishalSingh1417
 
Energy Resources. ( B. Pharmacy, 1st Year, Sem-II) Natural Resources
Energy Resources. ( B. Pharmacy, 1st Year, Sem-II) Natural ResourcesEnergy Resources. ( B. Pharmacy, 1st Year, Sem-II) Natural Resources
Energy Resources. ( B. Pharmacy, 1st Year, Sem-II) Natural ResourcesShubhangi Sonawane
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsMebane Rash
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docxPoojaSen20
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701bronxfugly43
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxnegromaestrong
 

Último (20)

Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdf
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptx
 
Energy Resources. ( B. Pharmacy, 1st Year, Sem-II) Natural Resources
Energy Resources. ( B. Pharmacy, 1st Year, Sem-II) Natural ResourcesEnergy Resources. ( B. Pharmacy, 1st Year, Sem-II) Natural Resources
Energy Resources. ( B. Pharmacy, 1st Year, Sem-II) Natural Resources
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan Fellows
 
Asian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptxAsian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptx
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
 

Math

  • 1. Chapter 7 Introduction to Linear Programming
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8. Example of Linear Programming Problem Sign Restrictions If the decision variable can assume only nonnegative values, the sign restriction x i ≥ 0 is added. If the variable can assume both positive and negative values, the decision variable x i is unrestricted in sign (often abbreviated urs ). The coefficients of the constraints are often called the technological coefficients . The number on the right-hand side of the constraint is called the constraint’s right-hand side (or rhs ).
  • 9.
  • 10.
  • 11.
  • 12. Assumptions of Linear Programming 1. The contribution of each variable to the left-hand side of each constraint is proportional to the value of the variable. 2. The contribution of a variable to the left-hand side of each constraint is independent of the values of the variable. Each LP constraint must be a linear inequality or linear equation has two implications:
  • 13.
  • 14.
  • 15.
  • 16.
  • 17. Graphical Solution to a 2-Variable LP Any point on or in the interior of the five sided polygon DGFEH(the shade area) is in the feasible region . Isoprofit line for maximization problem ( Isocost line for minimization problem )is a set of points that have the same z-value
  • 18.
  • 19. Two type of Constraints A constraint is nonbinding if the left-hand side and the right-hand side of the constraint are unequal when the optimal values of the decision variables are substituted into the constraint.
  • 20.
  • 21. Alternative or Multiple Solutions Any point (solution) falling on line segment AE will yield an optimal solution with the same objective value
  • 22. no feasible solution No feasible region exists Some LPs have no solution. Consider the following formulation:
  • 23. Unbpunded LP The constraints are satisfied by all points bounded by the x 2 axis and on or above AB and CD. There are points in the feasible region which will produce arbitrarily large z-values (unbounded LP) .