MTH601 Highlighted Handouts by One Step to Success
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- Highlighted handout
- Course
- MTH601 Operations Research
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- PDF 8.1 MB
- Updated
- 23 Oct 2026
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Table of Contents
- 1
- 2
- 3
- 4
- 4.1
- 5
- 6
- 7 Uses of OR ....................................................................................................................................................... 4
- 7.1 Macro-Economic Planning ...................................................................................................................... 4
- 7.2 Sectorial Planning .................................................................................................................................... 4
- 7.3 Micro Economic Planning ....................................................................................................................... 4
- 8 Potential Areas of Applications ........................................................................................................................ 4
- 8.1 Operations Research in the Public Sector ................................................................................................ 4
- 8.2 Operations Research in Industry & Commerce ....................................................................................... 5
- 8.3 Trucking policy for dairy products .......................................................................................................... 6
- 8.4 OR in Transport ....................................................................................................................................... 6
- 9 Example ............................................................................................................................................................ 6
- 9.1 Operations ................................................................................................................................................ 6
- 10 Requirements for Applying Successful OR ................................................................................................. 7
- 11 Conclusion ................................................................................................................................................... 7
- 12 Reference Texts ............................................................................................................................................ 7 Network Analysis (PERT/CPM) ............................................................................................................................ 9
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- 2 Concept of Network ......................................................................................................................................... 9
- 2.1 Rules for Construction of Network ........................................................................................................ 11
- 2.2 Dummy Activities .................................................................................................................................. 11
- 2.3 Exercises ................................................................................................................................................ 16
- 3 Finding the Critical Path ................................................................................................................................. 16
- 3.1 Algorithm for Critical Path .................................................................................................................... 18
- 3.2 Early start and early finish program ....................................................................................................... 18
- 3.3 Late start and Late finish program ......................................................................................................... 19
- 3.4 Slack or Float ......................................................................................................................................... 20
- 3.5 Free Slack .............................................................................................................................................. 21
- 3.6 Independent slack .................................................................................................................................. 21
- 4 Pert Model ...................................................................................................................................................... 23
- 4.1 Expected length of a critical path: ......................................................................................................... 24
- 4.2 Probability of completing a project with a given date ........................................................................... 25
- 4.3 Exercise ................................................................................................................................................. 28
- 5 Resource Scheduling in Network ................................................................................................................... 28
- 5.1 Resource leveling program .................................................................................................................... 29
- 5.2 Resource Allocation ............................................................................................................................... 29
- 5.3 Exercises ................................................................................................................................................ 29 Inventory Control ................................................................................................................................................. 31
- 1
- 2 Inventory Costs ............................................................................................................................................... 31
- 2.1 Item Cost (C1) ........................................................................................................................................ 31
- 2.2 Purchasing or Setup or Acquisition or Ordering Cost (C2) .................................................................... 31
- 2.3 Inventory holding cost (C3) .................................................................................................................... 31
- 2.4 Shortage Cost (C4) ................................................................................................................................. 32
- 3 Inventory Models(E.O.Q. Models) ................................................................................................................. 32
- 3.1 Model-1 Purchasing model with no shortages(Wilson’s model) ........................................................... 32
- 3.2 Model-2 (Purchasing model with shortages) ......................................................................................... 35
- 3.3 Model-3(Manufacturing model with no shortages) ............................................................................... 40
- 3.4 Model-4 (Manufacturing model with shortages) ................................................................................... 43
- 4 Order Quantity with Price Break .................................................................................................................... 45
- 5 Exercises ......................................................................................................................................................... 45
- 6 Dynamic Order Quantity ................................................................................................................................ 46
- 7 ABC Analysis ................................................................................................................................................. 47
- 8 Some Definitions ............................................................................................................................................ 49
- 8.1 Computation of Safety Stock ................................................................................................................. 49 Linear Programming ............................................................................................................................................. 56
- 1
- 2 Formulation of the Linear Programming Problem ......................................................................................... 56
- 2.1 Product Mix Problem ............................................................................................................................. 57
- 2.2 Ingredients Mixing Problem .................................................................................................................. 59
- 2.3 Investment Planning Problem ................................................................................................................ 61
- 2.4 Chemical Mixture Problem .................................................................................................................... 63
- 2.5 Marketing Problem ................................................................................................................................ 64
- 2.6 Transportation Problem ......................................................................................................................... 66
- 3 General form of Linear Programming Problem .............................................................................................. 68
- 3.1 Exercise ................................................................................................................................................. 69
- 4 Limitations of Linear Programming ............................................................................................................... 71
- 4.1 Proportionality ....................................................................................................................................... 71
- 4.2 Additivity ............................................................................................................................................... 72
- 4.3 Divisibility ............................................................................................................................................. 72
- 4.4 Deterministic.......................................................................................................................................... 72
- 5 Solution to Linear Programming Problems .................................................................................................... 73
- 6 Graphical solution to LPP............................................................................................................................... 73
- 6.1 Procedure for Graphical Solution to LPP .............................................................................................. 76
- 7 Certain Definitions ......................................................................................................................................... 80
- 7.1 Exercise ................................................................................................................................................. 81
- 8 Simplex Method ............................................................................................................................................. 82
- 8.1 Simplex Procedure ................................................................................................................................. 83
- 9 Application of Simplex Algorithm ................................................................................................................. 86
- 9.1 Step 1 (Selection of basic entering variable).......................................................................................... 87
- 9.2 Step 2 (Selection of leaving basic variable) ........................................................................................... 87
- 9.3 Step 3 (Elimination of coefficients in the key column) ......................................................................... 87
- 9.4 Step 4 (Further improvement of solution).............................................................................................. 87
- 9.5 Step 5 (Stopping rule) ............................................................................................................................ 88
- 9.6 Exercise ................................................................................................................................................. 89
- 10 Artificial Variable Technique..................................................................................................................... 94
- 10.1 The ' Big M' Technique ........................................................................................................................... 94
- 10.2 The Two Phase Method ....................................................................................................................... 100
- 10.3 Excerice ............................................................................................................................................... 103
- 11 Variants of Simplex Method .................................................................................................................... 105
- 11.1 Minimization........................................................................................................................................ 105
- 11.2 Inequality in the wrong direction. ........................................................................................................ 106
- 11.3 Tie for the Leaving Basic Variable (Degeneracy). .............................................................................. 106
- 11.4 Temporary Degenerate Solution .......................................................................................................... 107
- 11.5 Unbounded solution ............................................................................................................................. 109
- 11.6 Unbounded solution space but bounded optimal solution ................................................................... 110
- 11.7 Multiple or Alternative optimal Solutions ........................................................................................... 112
- 11.8 Non-existing feasible solution ............................................................................................................. 114
- 11.9 Unrestricted Variables ......................................................................................................................... 116
- 11.10 Exercise ........................................................................................................................................... 118
- 12 Duality Theory ......................................................................................................................................... 119
- 12.1 Dual Formulation ................................................................................................................................. 119
- 12.2 Constraints having equality sign .......................................................................................................... 120
- 12.3 Economic Interpretation of the Dual .................................................................................................... 124
- 12.4 Applications of Duality ........................................................................................................................ 124
- 12.5 Excercise .............................................................................................................................................. 125 Transportation Models ........................................................................................................................................ 127
- 1
- 2 Transportation Model as a Linear Programming Problem ........................................................................... 128
- 3 Formulations of a transportation problem .................................................................................................... 129
- 4 Initial Basic Feasible Solution ...................................................................................................................... 129
- 4.1 North West Corner Rule ...................................................................................................................... 130
- 4.2 Least Cost Method ............................................................................................................................... 131
- 4.3 Vogel's Approximation Method (VAM) .............................................................................................. 132
- 5 Exercise ........................................................................................................................................................ 135
- 6 Moving Towards Optimality ........................................................................................................................ 136
- 6.1 The rationale behind optimality ........................................................................................................... 136
- 6.2 Optimality test ..................................................................................................................................... 138
- 7 VAM for maximization problem .................................................................................................................. 145
- 8 Exercise ........................................................................................................................................................ 150
- 9 Degeneracy ................................................................................................................................................... 153
- 10 Exercise .................................................................................................................................................... 156 Assignment Models ............................................................................................................................................ 158
- 1
- 2 Mathematical Formulation of the Assignment Problem ............................................................................... 158
- 3 Solution of an Assignment Problem ............................................................................................................. 159
- 3.1 Multiple Solutions ............................................................................................................................... 161
- 4 Hungarian Algorithm .................................................................................................................................... 163
- 5 Maximization in Assignment Model ............................................................................................................ 168
- 6 Impossible Assignment ................................................................................................................................ 170
- 7 Exercise ........................................................................................................................................................ 173 Queuing Theory .................................................................................................................................................. 176
- 1
- 2 Definitions of some important terms in Queuing Model .............................................................................. 176
- 2.1 Customer .............................................................................................................................................. 176
- 2.2 Server ................................................................................................................................................... 176
- 2.3 Waiting Line or Queue ........................................................................................................................ 176
- 2.4 Service Channel ................................................................................................................................... 177
- 2.5 Arrival Rate ......................................................................................................................................... 177
- 2.6 Service Rate ......................................................................................................................................... 177
- 2.7 Infinite Queue ...................................................................................................................................... 177
- 2.8 Finite Queue......................................................................................................................................... 177
- 2.9 Priority ................................................................................................................................................. 177
- 2.10 Expected Number in Queue ................................................................................................................. 177
- 2.11 Expected Number in System ................................................................................................................ 177
- 2.12 Expected Time in Queue ...................................................................................................................... 177
- 2.13 Expected Number in Nonempty Queue ............................................................................................... 177
- 2.14 Expected Waiting Time For Nonempty Queue .................................................................................... 178
- 2.15 System Utilization or Traffic Intensity ................................................................................................ 178
- 3 Single Channel Infinite-Population Model ................................................................................................... 178
- 4 Results for Poisson Arrival and Exponential Service Time .......................................................................... 184
- 5 Exercise ........................................................................................................................................................ 188
- 6 Multi-Channel Service Infinite Queue .......................................................................................................... 189
- 6.1 Exercise ............................................................................................................................................... 191
- 7 Multi-Channel Queue with Finite Population ............................................................................................... 192 Replacement Models .......................................................................................................................................... 194
- 1 Why Replacement? ....................................................................................................................................... 194
- 2 Replacement of items with gradual deterioration ......................................................................................... 194
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