In: Statistics and Probability
1) Queuing: a) Where would you apply some of this knowledge? b) Provide a quick setup with all the variables of the application you chose
2) Inventory Management: a) Where would you apply some of this knowledge? b) Provide a quick setup with all the variables of the application you chose
3) Linear Programming: a) Where would you apply some of this knowledge? b) Provide a quick setup with all the variables of the application you chose
Let us first understand the meaning of queuing theory
Queuing theory actually is a branch of operations research
Whose outcomes are used for making final decisions about the resources needed to provide service.
Applications:
There are so many applications of the queuing theory are traffic flow (aircraft, Telecommunications),Sequence of computer order determination ,Computer performance prediction,health services ,airport traffic,manufacturing system layout
It has been mainly applied for production and analysis of systems and operation research
For highway systems, comparatively little difference between travel time at capacity and travel time under free flow conditions.normally delay analysis focuses on delay which results during demand go beyond its capacity is known as queuing delay, and it may be studied by means of queuing theory
It is waiting lines mathematics and extremely used to predict and evaluate system performance.
in the any traffic system where analysis is being done known as the delay analysis
There are some key variables associated with queuing analysis are given as below:
Interarrival time (time between two successive arrivals)
Service time per job
Mean arrival rate
Number of servers
Mean service rate per server
Arrival characteristics:
Population size.
Arrival behavior.
Arrival statistical distribution
Structure of queue:
FIFO-First in First Out
First come First serve
Last Come first serve
Service in random order
Priority service
2)
Inventory management:
meaning of inventory is "stock of goods"
In accounting language it may have
1)Raw material :required to carry out production activities
2)Work in progress(WIP):intermediate stage of stocks between raw material and finished goods
3)Consumables:needed to smoothen the process of production
4)Finished Goods:ready for consumers
5)Spares: form a part of inventory
Key variables in inventory:
FIFO(First in First Out)
LIFO(Last in First Out)
Average price method
Base Stock
Standard price and market price
Inventory turnover ratio=Cost of good sales*average inventory at cost
Delivery lead time is that period that elapses between recognition of need and and its fullfillment
JIT(just in time)
VED analysis used for spare parts whose meaning Vital(V),Essential(E) and Desirable(D)
ABC analysis:Material is divided into three cateogries
A:10% item contribute to 70% value of consumption
B:20% items contribute to about 20% value of consupmtion
C:70% items contribute only 10% value of consumption
EQQ(Economic order quantity):Size of lot to be purchased which is econmically viable
Ordering cost :Cost associated with ordering and purchasing of materials
Carrying Cost:Cost for holding the inventories
Determination of stock level
Safety Stocks
Application of inventory management:
1)
Forecasting is important application of inventory management, as approximately correct forecasting should be done to maintain the optimum level of inventory best suited for the company
The JIT (Just in Time) inventory system is used in almost every industry (manufacturing/chemical/automotive/software)
and major corporations because it provides a more efficient use of working
Kanban(Visual card represenation) is part of inventor management used in very small medium and big industries
It is applied in computerized inventory control system
It is used in beverage and food industry
There is example of Burger King, where all the necessary ingredients for preparing hamburgers, such as meat, buns and condiments, are kept on hand, but the actual hamburgers are only prepared when a customer places an order.
This contrasts with an inventory system that has pre-made sandwiches had already already prepared for sales
3)
Linear programming:It is word linear means relationship which can be represented by straight line relation in the form
It is used to describe the relationship between two or more variables which are proportional to each other
Word programming meaning is the Optimal allocation of limited resources
It is mathematical method of determining a way to achieve the best outcome
Key variables :
Well defined objective function
Constraints
Decisions variables should be interrelated and non negative
Resources must be limited to suppy
Slack variable
Surplus variable
Artificial variable
Application of Linear programming:
Business
Industrial (Product mix problems,Blending problems,Assembly line balancing,Production schedulling problems)
Military
Economic
Marketing
Distribution
Management application(portfolio selection problem,profit planning problems,Transportation problems)
Miscellanios applications:
Agricultral problems,Diet problems,Flight scheduling problems,Facilities location problems