This document contains 14 queueing theory problems involving various systems with arrivals, service processes, and queues. The problems cover topics like printers, telephone call centers, order processing, travel reservations, barber shops, loading docks, campgrounds, gas stations, machine repair shops, computing centers, police vehicle repair, and material handling forklifts. Key aspects addressed include average queue lengths, wait times, resource utilization, and determining optimal numbers of servers.
MCM,MCA,MSc, MMM, MPhil, PhD (Computer Applications)
Working as Associate Professor at Zeal Education Society, Pune for MCA Progrmme.
Having 18 Years teaching experience
This a project on generation of a FCFS , single server queuing theory model followed by stats to analyze the queue length, customer distribution etc. & various possible cases to improve
MCM,MCA,MSc, MMM, MPhil, PhD (Computer Applications)
Working as Associate Professor at Zeal Education Society, Pune for MCA Progrmme.
Having 18 Years teaching experience
This a project on generation of a FCFS , single server queuing theory model followed by stats to analyze the queue length, customer distribution etc. & various possible cases to improve
The Project is done as a final project for the course BANA 7030-Simulation Modelling where the focus is in understanding the basics of simulation modelling using Rockwell Automation’s “Arena”.
The goal of the project is to study working of the Shell gas station and food mart at 3337 Clifton Ave, using Arena simulation and increase the resource utilization of the resource or the pumps.
The Shell Petrol gas station is a facility that sells fuel and engine lubricants for motor vehicles. Also, along with gas station there is also a Food Mart which is a located in the same premise as the gas station, which is basically a convenience store.
The model uses the layout, operation and resource allocation of the gas station and the food mart etc in Arena to simulate the real-life scenarios.
The Project is done as a final project for the course BANA 7030-Simulation Modelling where the focus is in understanding the basics of simulation modelling using Rockwell Automation’s “Arena”.
The goal of the project is to study working of the Shell gas station and food mart at 3337 Clifton Ave, using Arena simulation and increase the resource utilization of the resource or the pumps.
The Shell Petrol gas station is a facility that sells fuel and engine lubricants for motor vehicles. Also, along with gas station there is also a Food Mart which is a located in the same premise as the gas station, which is basically a convenience store.
The model uses the layout, operation and resource allocation of the gas station and the food mart etc in Arena to simulate the real-life scenarios.
Solving Of Waiting Lines Models in the Bank Using Queuing Theory Model the Pr...IOSR Journals
Waiting lines and service systems are important parts of the business world. In this article we describe several common queuing situations and present mathematical models for analyzing waiting lines following certain assumptions. Those assumptions are that (1) arrivals come from an infinite or very large population, (2) arrivals are Poisson distributed, (3) arrivals are treated on a FIFO basis and do not balk or renege, (4) service times follow the negative exponential distribution or are constant, and (5) the average service rate is faster than the average arrival rate. The model illustrated in this Bank for customers on a level with service is the multiple-channel queuing model with Poisson Arrival and Exponential Service Times (M/M/S). After a series of operating characteristics are computed, total expected costs are studied, total costs is the sum of the cost of providing service plus the cost of waiting time. Finally we find the total minimum expected cost.
Assignment Chapter - Q & A Compilation by Niraj ThapaCA Niraj Thapa
My name is Niraj Thapa. I have compiled Assignment Chapter including SM, PM & Exam Questions of AMA.
You feedback on this will be valuable inputs for me to proceed further.
Top 50 case-studies of airlines and airports excelling in social mediaSimpliFlying
The best case-studies of airlines and airports marketing on social media
If you work in an airline or airport organisation and wish to download the slides, please email contact@simpliflying.com
Computer Security : Introduction, Need for security, Principles of Security,
Types of Attacks
Cryptography : Plain text and Cipher Text, Substitution techniques, Caesar
Cipher, Mono-alphabetic Cipher, Polygram, Polyalphabetic Substitution,
Playfair, Hill Cipher, Transposition techniques, Encryption and Decryption,
Symmetric and Asymmetric Key Cryptography, Steganography, Key Range and
Key Size,
Possible Types of Attacks
Symmetric Key Algorithms and AES: Algorithms types and modes, Overview
of Symmetric key Cryptography, Data Encryption Standard (DES), International
Data Encryption Algorithm (IDEA), RC4, RC5, Blowfish, Advanced Encryption
Standard (AES)
Asymmetric Key Algorithms, Digital Signatures and RSA: Brief history of
Asymmetric Key Cryptography, Overview of Asymmetric Key Cryptography,
RSA algorithm, Symmetric and Asymmetric key cryptography together, Digital
Signatures, Knapsack Algorithm, Some other algorithms (Elliptic curve
cryptography, ElGamal, problems with the public key exchange)
I am Dennis K. I am a Logistics Management Homework Expert at statisticshomeworkhelper.com. I hold a master's in logistics, from Warwick University, UK. I have been helping students with their homework for the past 5 years. I solve homework related to logistics management.
Visit statisticshomeworkhelper.com or email info@statisticshomeworkhelper.com.
You can also call on +1 678 648 4277 for any queries.
Selection and economics of farm machines and equipmentsagriyouthnepal
Er. Uttam Raj Timilsina(MSc.Engineering,IIT Roorkee)
Professor of Agricultural Engineering,Agriculture and Forestry University (AFU), Rampur, Chitwan, Nepal
uttamrajtimilsina@gmail.com
*All Right Reserved**
Uploaded and Shared by AgriYouthNepal
Which of the following is an input to the master production schedule (mps)ramuaa130
For more course tutorials visit
Uophelp is now newtonhelp.com
www.newtonhelp.com
1.
Which of the following is a measure of operations and supply management efficiency used by Wall Street?
Dividend payout ratio
Receivable turnover
Current ratio
Financial leverage
Earnings per share growth
For more classes visit
www.snaptutorial.com
1.
Which of the following is a measure of operations and supply management efficiency used by Wall Street?
Dividend payout ratio
Receivable turnover
Current ratio
Financial leverage
Earnings per share growth
Presentation by Paul Bartlett and William Fawcett, Cambridge Architectural Research
at the Workplace Trends Conference 2013, Royal College of General Practitioners, London
Queueing Theory- Waiting Line Model, Heizer and RenderAi Lun Wu
I HOPE IT IS HELPFUL FOR YOU> BUT PLS IWANT CREDITS> OR ADD ME AND MESSAGE ME THANKS
THERE IS A NOTE FOR PRESENTERS VIEW
HAVE A GOOD DAY
KEEP CALM AND DRINK ON
NAME: Ellen Magalona
GNDR: FML
BRTHDY: FEB. 1998
@ellenmaaee
Which of the following is considered a primary report in an mrp systemramuaa130
For more course tutorials visit
Uophelp is now newtonhelp.com
www.newtonhelp.com
1.
Which of the following is a measure of operations and supply management efficiency used by Wall Street?
Dividend payout ratio
Receivable turnover
Current ratio
Financial leverage
Earnings per share growth
The centroid method for plant location uses which of the following dataramuaa128
For more course tutorials visit
Uophelp is now newtonhelp.com
www.newtonhelp.com
1.
Which of the following is a measure of operations and supply management efficiency used by Wall Street?
Dividend payout ratio
Receivable turnover
Current ratio
Financial leverage
Earnings per share growth
From an operational perspective, yield management is most effective under whi...ramuaa127
For more course tutorials visit
Uophelp is now newtonhelp.com
www.newtonhelp.com
1.
Which of the following is a measure of operations and supply management efficiency used by Wall Street?
Dividend payout ratio
Receivable turnover
Current ratio
Financial leverage
In hau lee's uncertainty framework to classify supply chainsramuaa127
For more course tutorials visit
Uophelp is now newtonhelp.com
www.newtonhelp.com
1.
Which of the following is a measure of operations and supply management efficiency used by Wall Street?
Dividend payout ratio
Receivable turnover
Current ratio
Financial leverage
Earnings per share growth
For more course tutorials visit
Uophelp is now newtonhelp.com
www.newtonhelp.com
1.
Which of the following is a measure of operations and supply management efficiency used by Wall Street?
Dividend payout ratio
Receivable turnover
Current ratio
Financial leverage
Earnings per share growth
Normal Labour/ Stages of Labour/ Mechanism of LabourWasim Ak
Normal labor is also termed spontaneous labor, defined as the natural physiological process through which the fetus, placenta, and membranes are expelled from the uterus through the birth canal at term (37 to 42 weeks
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...Levi Shapiro
Letter from the Congress of the United States regarding Anti-Semitism sent June 3rd to MIT President Sally Kornbluth, MIT Corp Chair, Mark Gorenberg
Dear Dr. Kornbluth and Mr. Gorenberg,
The US House of Representatives is deeply concerned by ongoing and pervasive acts of antisemitic
harassment and intimidation at the Massachusetts Institute of Technology (MIT). Failing to act decisively to ensure a safe learning environment for all students would be a grave dereliction of your responsibilities as President of MIT and Chair of the MIT Corporation.
This Congress will not stand idly by and allow an environment hostile to Jewish students to persist. The House believes that your institution is in violation of Title VI of the Civil Rights Act, and the inability or
unwillingness to rectify this violation through action requires accountability.
Postsecondary education is a unique opportunity for students to learn and have their ideas and beliefs challenged. However, universities receiving hundreds of millions of federal funds annually have denied
students that opportunity and have been hijacked to become venues for the promotion of terrorism, antisemitic harassment and intimidation, unlawful encampments, and in some cases, assaults and riots.
The House of Representatives will not countenance the use of federal funds to indoctrinate students into hateful, antisemitic, anti-American supporters of terrorism. Investigations into campus antisemitism by the Committee on Education and the Workforce and the Committee on Ways and Means have been expanded into a Congress-wide probe across all relevant jurisdictions to address this national crisis. The undersigned Committees will conduct oversight into the use of federal funds at MIT and its learning environment under authorities granted to each Committee.
• The Committee on Education and the Workforce has been investigating your institution since December 7, 2023. The Committee has broad jurisdiction over postsecondary education, including its compliance with Title VI of the Civil Rights Act, campus safety concerns over disruptions to the learning environment, and the awarding of federal student aid under the Higher Education Act.
• The Committee on Oversight and Accountability is investigating the sources of funding and other support flowing to groups espousing pro-Hamas propaganda and engaged in antisemitic harassment and intimidation of students. The Committee on Oversight and Accountability is the principal oversight committee of the US House of Representatives and has broad authority to investigate “any matter” at “any time” under House Rule X.
• The Committee on Ways and Means has been investigating several universities since November 15, 2023, when the Committee held a hearing entitled From Ivory Towers to Dark Corners: Investigating the Nexus Between Antisemitism, Tax-Exempt Universities, and Terror Financing. The Committee followed the hearing with letters to those institutions on January 10, 202
Read| The latest issue of The Challenger is here! We are thrilled to announce that our school paper has qualified for the NATIONAL SCHOOLS PRESS CONFERENCE (NSPC) 2024. Thank you for your unwavering support and trust. Dive into the stories that made us stand out!
it describes the bony anatomy including the femoral head , acetabulum, labrum . also discusses the capsule , ligaments . muscle that act on the hip joint and the range of motion are outlined. factors affecting hip joint stability and weight transmission through the joint are summarized.
2024.06.01 Introducing a competency framework for languag learning materials ...Sandy Millin
http://sandymillin.wordpress.com/iateflwebinar2024
Published classroom materials form the basis of syllabuses, drive teacher professional development, and have a potentially huge influence on learners, teachers and education systems. All teachers also create their own materials, whether a few sentences on a blackboard, a highly-structured fully-realised online course, or anything in between. Despite this, the knowledge and skills needed to create effective language learning materials are rarely part of teacher training, and are mostly learnt by trial and error.
Knowledge and skills frameworks, generally called competency frameworks, for ELT teachers, trainers and managers have existed for a few years now. However, until I created one for my MA dissertation, there wasn’t one drawing together what we need to know and do to be able to effectively produce language learning materials.
This webinar will introduce you to my framework, highlighting the key competencies I identified from my research. It will also show how anybody involved in language teaching (any language, not just English!), teacher training, managing schools or developing language learning materials can benefit from using the framework.
A Strategic Approach: GenAI in EducationPeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
Safalta Digital marketing institute in Noida, provide complete applications that encompass a huge range of virtual advertising and marketing additives, which includes search engine optimization, virtual communication advertising, pay-per-click on marketing, content material advertising, internet analytics, and greater. These university courses are designed for students who possess a comprehensive understanding of virtual marketing strategies and attributes.Safalta Digital Marketing Institute in Noida is a first choice for young individuals or students who are looking to start their careers in the field of digital advertising. The institute gives specialized courses designed and certification.
for beginners, providing thorough training in areas such as SEO, digital communication marketing, and PPC training in Noida. After finishing the program, students receive the certifications recognised by top different universitie, setting a strong foundation for a successful career in digital marketing.
This slide is special for master students (MIBS & MIFB) in UUM. Also useful for readers who are interested in the topic of contemporary Islamic banking.
Executive Directors Chat Leveraging AI for Diversity, Equity, and InclusionTechSoup
Let’s explore the intersection of technology and equity in the final session of our DEI series. Discover how AI tools, like ChatGPT, can be used to support and enhance your nonprofit's DEI initiatives. Participants will gain insights into practical AI applications and get tips for leveraging technology to advance their DEI goals.
A review of the growth of the Israel Genealogy Research Association Database Collection for the last 12 months. Our collection is now passed the 3 million mark and still growing. See which archives have contributed the most. See the different types of records we have, and which years have had records added. You can also see what we have for the future.
1. OPERES3
Problems in Queuing Theory
1. (Case 1) A computing system has a single printer attached to print out the output of the users. The
operating system software sends an average of 20 requests per hour to the printer. The printer is
capable of printing out 35 jobs per hour on the average. Assume that the job arrival rate and the
printing rate are Poisson distributed.
a. On the average, how many jobs are in the output queue waiting to be printed out?
b. How many jobs are in the “printer output system” on the average?
c. How long can a user expect to wait to have his or her job printed out once it has been sent to the
printer?
d. Once a job enters the output queue, how long does it take before printing begins on the job?
e. What percentage of time will the printer be busy doing print jobs?
f. (Case 2) Assume that a second printer is added to the system. Answer questions 1.1 to 1.5,
assuming that the two printers are identical.
2. (Case 1) Telephone calls arrive at a particular small-scale paging system at the Poisson rate of 20 per
hour. The calls are transferred to an operator that can handle an average of 25 calls per hour,
following an exponential distribution. The operator can handle only one caller at a time; if the
operator is busy, arriving calls are put on hold and the callers are assumed to be patient.
a. Assume that no limit is placed on the number of calls that can be put on hold:
1) What percentage of the time is the operator busy?
2) On the average, how many callers are on hold?
3) On the average, how long can a caller expect to spend on the telephone when calling this
office?
b. (Don’t do this) Suppose that with the single operator, only a maximum of two calls can be put on
hold. How does this affect your answers in 2.1?
c. (Case 2) Suppose that an additional operator is hired, with no limit on the number of calls on
hold:
1) What percentage of the time are both operators busy?
2) On the average, how many callers are on hold?
3) On the average, how long can a caller expect to spend on the telephone when calling this
office?
d. (Case 2) Suppose that the office management feels that, in order to provide good customer
service, a caller should not have to wait more than 10 seconds on hold. How many telephone
operators should be hired to answer calls?
3. Orders for a firm’s products arrive at the rate of 200 a week. A single clerk is assigned to process the
orders at an average of 250 orders per week. The cost of delaying an average shipment for 1 week is
P500. If a clerk costs P300 per week, how many clerks should be assigned to process the
paperwork?
4. Moonlight Travel Reservation Service has one agent and 3 telephone lines. When the agent is busy,
the next caller is placed on hold on one of the remaining lines. When all three lines are busy, callers
receive a busy signal and call elsewhere for reservations. Service appears to be exponentially
distributed, with a mean of three minutes. Calls arrive randomly at a Poisson rate of 15/hour.
a. What is the probability that a caller receives a busy signal?
b. What is the average number of customers put on hold at any given time?
c. What is the probability that a customer is placed on hold?
d. How long, on the average, will a customer be on hold before the agent can attend to him?
e. If a caller makes three attempts before finally calling elsewhere for reservations, what fraction of
the customers will be able to do business with Moonlight Travel Reservation Service?
2. 5. (Case 1) Customers arrive at a one-person barber shop with an average interarrival time of 20
minutes. The average time for a haircut is 12 minutes, exponentially distributed.
a. The owner wishes to have enough seats in the waiting area so that on the average no more than
5% of the arriving customers will have to stand. How many seats should be provided?
b. Suppose that there is only sufficient space in the waiting area for five seats. What is the
probability that an arriving customer will not find a seat?
6. A plant distributes its products by truck. The exponential average loading time per truck at the
loading facility is 20 minutes. Trucks arrive at a rate of 2/hour. Management feels that the existing
loading facility is more than adequate. However, the drivers complain that they have to wait more
than half of the time. Analyze the situation and find how much money the company can save if the
waiting time of a truck is figured at P10/hr and the plant is in operation 8 hours per day. An
automatic device that can load 10 trucks per hour is available at a cost of P90/day over the cost of the
existing facility.
7. Campers arrive at the County Park at a Poisson rate of 100 per month. The time spent in the park by
a camper varies according to an exponential distribution with a mean of 0.10 month. Since the park
is very large, campers have no problem finding a campsite. However, the state recreation officials
have a policy of maintaining a certain level of forest-ranger workforce for the convenience and safety
of the campers. The current policy is to have one ranger per 10 campers at any given time.
a. How many campers are using the park on the average?
b. What percentage of the time is the park empty?
c. How many forest rangers should the state employ at the County Park?
8. A gasoline station is served by 1 employee who is capable of serving 30 customers per hour, varying
according to an exponential distribution. There is a maximum space for five cars in the station,
including those served and in line. Cars arrive at the station at an average rate of every 3 minutes.
Cars that do not have parking spaces leave and do not return. Find:
a. The average number of cars waiting for service.
b. The probability of finding no car in the station.
c. The average waiting time in line for each car.
d. The probability of finding 3 cars in the station at any given time.
e. It was proposed to increase the space so that 10 cars would be accommodated. The investment
would entail P5 per car space per hour. A car that leaves the station means a loss of P10.
Should the space be enlarged or not?
9. A shop utilizes 10 identical machines. The profit per machine is P40 per hour of operation. Each
machine breaks down on the average once every 7 hours. One person can repair a machine in 4 hours
on the average, but the actual repair time varies according to a Poisson distribution. The repairman’s
salary is P60/hour. Determine:
a. The number of repairmen that will minimize cost.
b. The number of repairmen needed so that the expected number of broken machines at any given
time is less than 4.
c. The number of repairmen needed so that the expected delay time until a machine is repaired is
less than 4 hours.
10. (Case 2) Students arriving at the computing center can wait either at a small table in the center
(which will seat four students) or if the table is full they can go to a nearby student lounge or they
can wait in the hall. What percentage of time will the waiting area inside the computing center be
sufficient to accommodate the waiting students?
11. The city of Manila operates a large fleet of police squad cars. When a car breaks down due to a
minor malfunction it is sent to a single-garage repair facility where it is repaired by a crew of
3. mechanics. The crew foreman, Jim, must put in a request to hire her team mechanics. If n
mechanics work on a single car together, repair time for minor repairs is approximately constant at
20/n minutes. Disabled squad cars arrive at the repair facility at the Poisson rate of five cars per
hour. The police chief tells Joanne that on the average he does not want a squad car to be out of
commission for longer than 15 minutes.
a. What is the minimum number of mechanics Joanne should hire?
b. On the average, how many squad cars are out of commission?
12. Solve Joanne’s facility design problem (exercise 11 above) under the assumption that the reapir time
of 20/n minutes is a mean exponential time. Answer both parts (a) and (b) of the problem.
13. The manufacturing Supervisor of Hardpress Industries must decide between three makers of forklift
trucks to use on the plant floor. The truck will be used to move raw materials from storage bins to
work centers in a section of the plant. Request from these work centers occur according to a poisson
process at a mean rate of eight per hour. The time to move raw materials is exponentially distributed.
The service rates per hour for each of the truck under consideration is given in the table along with
estimated costs per hour (operating costs plus depreciation). For each hour a work center is idle
waiting for raw materials, an average cost of P100 is incurred (wages plus lost productivity).
Table
Truck Service Rate (jobs/hr) Cost (P/hr)
1 10 30
2 15 50
3 18 40
Which truck would you purchase based on queueing analysis? (Be sure to specify clearly the
queueing model you are using.)
14. In exercise 13, would your purchase choice change if the Manufacturing Supervisor felt that the
service times of the forklift trucks were (more or less) constant times? That is, Truck 1 can service
work centers at the constant rate of 10 jobs per hour, Truck 2 at 15 per hour, and Truck 3 at 18 per
hour. (What would be the total cost per hour of using each of the trucks?)
15. (Case 1) The state operates a weigh station for trucks traveling on the highway. Every truck must
pull off the highway, enter the weigh station, and undergo state inspection procedures before
counting on. Trucks arrive at this station at a poisson rate of seven per hour. The time to
inspect/weigh a truck varies, having an exponential probability density with a mean of 7 minutes.
a. How many trucks are detained at the station on the average?
b. How long can a truck expect to be detained?
c. How many trucks are lined up in front of the station on the average?
d. How long on the average does a truck driver have to wait in line for the truck to be inspected?
16. Refer to exercise 15, the truck driver traveling the route passing the weigh station have complained
of long waiting time at the inspection point. The major phase of the inspection procedure consists of
weighing-in the truck. The state highway commissioner has decided to look into ways of reducing
the average time a trucker must spend at the weigh station to 25 minutes or less. The commissioner
is considering the purchase of new digital solid waste weighing scale that should reduce the weighing
time. Three manufacturer’ products are available: (1) model 1 costs P10000 and could check 10
trucks per hour, (2) model 2 costs P12000 and would have an average service time of 5.5 minutes,
and (3) model 3 costs P8500 and would have an average service time of 6.5 minutes.
a. Determine which model to purchase.
b. For the decision made in part (a), determine system operating characteristics P0, L, Lq, W and Wq.
17. A recent increase in consumer complaints at Jersey Electric Authority has led to a decision to assign
4. one person to receive the complaints. Complaints are phoned in at a rate of 20 per hour and are
poisson distributed. Call can handled at a rate of 40 per hour. Service times vary considerably and
have been found to be exponentially distributed. Jersey Electric would like to make sure that no
more than 5% of the calls receive busy signals. If the operator is busy, calls can be placed on a
“hold” line. How many hold lines should be provided to ensure that the 5% target will be reached?
18. The mean arrival rate at each of two identical service systems is 21 per day. Both systems operate
independently and have service rates of 30 customers per day. The cost of 1 day of waiting time is
P50 per customer. Assume that it is possible to consolidate the two servers into a multiple-channel
system. Determine the reduction in waiting cost that such a move would accomplish.
19. A service facility has a poisson arrival rate of 9 customers per hour. There is no room for customers
to wait for service , and arrivals encountering a busy system are forced to balk. If service times are
exponentially distributed and the rate of service is 10 per hour, what percent of the customers will be
unable to join the system? What percent will be lost if room is provided for 1 customer to wait? If
room is provided for 2 customers to wait? If room is provided for 3 customers to wait?
20. Eastern Machine Company has a tool room with two clerks. Both clerks issue spare parts and tools
to maintenance workers. Maintenance workers arrive at a rate of 20 per hour, each wanting either a
part (40 percent) or a tool (60 percent), but not both. The arrival follow the poisson distribution.
The average issuing time is five minutes per order (service by one clerk). This service time has been
observed to be exponentially distributed. Each clerk currently issues both parts and tools. A
maintenance worker not at his bench costs the company P5 per hour.
a. What is the average time a maintenance worker is not at his bench?
b. What is the probability that both clerks are busy with no one waiting in line?
c. It was proposed that the two clerks be specialized. Namely: one will issue spare parts only, and
the other will issue tools only.
1) Would you advise specialization if the service time is reduced to four minutes per order?
2) What is the probability that both clerks are observed to be busy in 2 out of 10 observed times
if the proposal is implemented?
21. An airline firm is attempting to determine the number of reservation clerks required at one of its
reservation offices. Incoming calls are put on hold for the first available clerk. Customer calls arrive
randomly in a poisson manner at the mean rate of 4 per minute and service time tends to be
exponentially distributed with a mean time of 40 seconds per call.
a. What is the minimum number if clerks needed if management has decided that a customer should
not wait more than 60 seconds, on the average, before being connected with a clerk?
b. The airlines pays its reservation clerks P6 per hour. Customer time is valued at P6 per hour.
What is the optimal number if reservation clerk?
22. Workfor metals purchases metals to be recycled from several sources. These metals consist of steel
bars and sheets, aluminum shapes, and iron plates. Truckload shipments of scrap metals arrive at
Workfor at an average rate of 1 truckload per day. These trucks are owned and operated by Workfor.
Each shipment must be unloaded by a crew workers. A crew of n workers can unload 0.8n
trucks/day. For each day that a truck is detained in unloading, a cost of P300 is incurred (due to lack
productive use of the truck and hourly wages of truck drivers and his assistant). Each worker in the
unloading crew is paid P105 per day. Determine the optimal no. of crew members to hire assuming
the arrival and service rates are poisson.
23. (Case 2) Students arriving at a student registration center of university must have their registration
materials processed by an operator seated at a computer terminal. The system design calls for 4
operators to be on duty with each operator performing an identical service. Students arrive according
to a poisson process at an average rate of 90 per hour, Each operator can process 30 students per
hour. The service time is exponential.
5. a. What fraction of the time are there no students in the registration center?
b. If the waiting area can comfortably accommodate 3 students, what is the probability that there
will be students lined up outside the building.
c. How long is the line of students waiting to register?
d. A students arrives at 4:58 pm. The closing time is strictly set at 5:00 pm. Can we expect the
student to finish the whole registration process?
24. Machinist at a firm periodically need a wide range of special purpose tools, which are stored at 3
locations on the plant floor. Each tool room is staffed by one clerk, who checks the tools in and out.
Arrivals at each tool room are poisson distributed with a mean of 15 employees per hour. Service
times are exponential and average 3 minutes. It has been proposed that the 3 tool rooms be
consolidated into a single centrally located facility staffed by 3 clerks. Travel time it takes for a
machinist to walk to and from the work area to a tool room would be increased by an average of 2
minutes. Each hour that a machinist spends away from the work area has been estimated to cost P10
per hour. Service costs will not be reduced by the move to a single tool room. Evaluate the
proposal.
25. Superchopper Supermarket operate two types of checkout lanes, an express lane (for purchases less
than or equal to 8) and a regular lane. The person at the express lane cash register can check out 15
customers per hour and a person working at the regular check out lane can service 11 customers per
hour. The average arrival rate of customers at the checkout area is 15 per hour, 60% of these have
over 8 grocery items. Assume poisson arrival and exponential service rate. Analyze the steady state
system behavior.
26. A service system has an average inter arrival time of two minutes, poisson distributed. The system
has one server. Determine and compare the steady state queueing statistics under the following
cases:
I. Service time is constant at 1 minute.
II. Service time has a continuous density function
f(t) = t/2 0<t<2
III. Service time is normal with a mean of 1 minute. It takes more than 1.5 minutes to service in
about 1% of the time.
27. Suppershopper Inc. has 20 customers entering per hour. The customer spends an exponentially
distributed amount of time shopping. The average time spent shopping is 15 minutes.
a. How many customers will you expect to find shopping in the aisles?
b. What is the probability of 8 customers entering during the period 1:00-1:15 pm?
c. What is the probability of finding at least 3 customers in the aisles in at least one of two observed
times?
28. A barber shop has 3 barbers and 2 additional chairs for waiting customers. Customers arrive at an
average rate of 8/hour and haircuts take an average of 15 minutes with an exponential distribution.
Arrivals who find the barber shop busy and 2 customers waiting leave at once.
a. What fraction of the time are the barbers idle?
b. Determine the mean time a customer spends in the barber shop.
29. A small store has a parking lot of 6 spaces. Potential customers arrive at a rate of 10/hour and leave
immediately if no parking space is available. Occupancy of parking space is 30 min. on the average
and tends to be exponential.
a. What is the probability that a customer leaves at once?
b. What is the average fraction of empty spaces?
30. Mildred’s Tools and Die Shop has a central tool cage manned by a single clerk, who takes an
average of 5 minutes to check and carry parts to each machinist who requests them. The machinists
6. arrive once every 8 min. on the average. Times between arrivals and for service are assumed to both
have exponential distributions. A machinist’s time is valued at P15 per hour; a clerk’s time is valued
at P9 per hour. What are the average hourly queueing system costs associated with the tool cage
operation?
31. C.A. Gopher and Sons is to excavate a site from which 100,000 cubic yards of dirt must be removed.
Gopher has the choice of using a scoop loader or a shovel crane. A scoop loader costs P40 per hour,
and a shovel crane costs P60 per hour. Once work has been started, the trucks will arrive according
to a poisson process at a mean rte of 7 trucks per hour. Truck-filling times are approximately
exponentially distributed. A scoop loader can fill an average of 10 trucks per hour. The shovel crane
is faster and is capable of filling 15 trucks per hour on the average, (For simplicity, we will assume
that the truck arrival rate is the same, regardless of the equipment used.)
Since the number of truck arrivals required to excavate the site is fixed by the amount of dirt to be
removed, the optimal choice of filling equipment will be the one that minimizes the combined
average hourly costs of unproductive truck time plus the cost of the filling equipment. Determine the
optimal choice.
32. The manager of a Way Safe market with 10 checkout counters wishes to determine how many
counters to operate on Saturday morning. His decision will be determined in part by the costs
assigned to each additional minute that a customer spends checking out of the store. In a special
experiment in obsolete stores about to be closed, customers were forced to wait in line for an
abnormally long time. The study concluded that an average of P0.05 in future profits is lost for
every minute that a customer spends waiting.
Assume that Way Safe customer arrivals at the checkout area are approximated by a poisson process
with a mean rate of 2 per minute, that each attendant can check out customers at a mean rate of 0.5
per minute, and that the service time is exponentially distributed.
a. What is the minimum number of checker required for the service capacity to exceed the demand
for service? Determine the mean customer waiting time when that many checkers are providing
service.
b. What is the mean customer waiting time is one more checker is added?
c. The salary expense for each checker is P10 per hour. What number of checkers will minimize
the total hourly queueing system cost – the number in (a) or in (b)? (Ignore service time, since
no penalty applies for actual checkout time spent.)
33. A toll gate at the Highway is staffed by one attendant. The time it takes him to collect the toll from a
car is exactly 30 seconds. Cars arrive at the toll booth at a poisson rate of 75 cars per hour.
a. What percentage of the time is the attendant free to read magazines?
b. On the average, how many cars are lined up on the highway waiting to approach the toll booth?
c. What is the expected number of cars tied up at the bridge due to the toll gate bottleneck?
d. What is the average length of time a traveler can expect to wait before paying the toll/
e. How long on the average is a car detained on the highway due to the toll gate operation?
34. A manufacturing facility operates a central tool crib for its machinists. The crib operates like an (M/
M/s) system. Arrivals occur at an average rate of 30 machinists requiring tools per hour. Each
worker behind the tool counter can service the requests of 15 machinists per hour on the average and
is paid an hourly wage of P8.50. The machinists’ wages run P15.75 per hour on the average.
a. How many tool crib attendants should be hired?
b. For the system resulting from your analysis of part (a), determine the following, how many
machinists are idle (at the tool crib) on the average? How long can a machinist expect to spend at
the tool crib?
35. Patients arrive at a medical clinic at a poisson rate of 10 per hour. The small clinic is staffed by one
7. doctor, assisted by several nurses. Patients wait in the waiting room until the doctor can see them.
The time the doctor spends with a patient has an exponential probability density with a mean of 5
minutes.
a. How many patients are in the clinic on the average?
b. How long must a patient wait before seeing the doctor?
c. How long can a patient expect to spend in the clinic?
d. On the average how many patients are in the waiting room?
36. Students arrive at the university’s computer center at a poisson rate of 20 per hour. The center has
six on-line terminals for student use. The time a student spends at a terminal appears to follow an
exponential probability density with a mean of 0.20 hours (12 minutes).
a. On the average, how many students are at the computing system?
b. How many students are waiting to use a terminal?
c. How long can a student expect to spend at the center?
d. What is the average wait time for a student before having access to a terminal?
e. What percentage of time is the center busy?
37. A single crew is provided for unloading and/or loading each truck that arrives at the loading dock of
a warehouse. These trucks arrive according to a poisson input process at a mean rate of one per hour.
The time required by a crew to unload and/or load a truck has an exponential distribution (regardless
of the crew size). The expected time required by a one-man crew would be 1 hour.
The cost of providing each additional member of the crew is P10 per hour. The cost is attributable to
having a truck not in use (i.e., truck standing at the loading dock) is estimated to be P15/hour.
a. Assume that the mean service rate of the crew is proportional to its size. What should the size be
to minimize the expected total cost per hour?
b. Assume that the mean service rate of the crew is proportional to the square root of its size. What
should the size be to minimize expected total cost per hour?
38. A machine shop contains a grinder for sharpening the machine cutting tools. A decision must now
be made on the speed at which to set the grinder.
The grinding time required by a machine operator to sharpen his cutting tool has an exponential
distribution, where the mean 1/µ can be set at anything from ½ to 2 minutes, depending upon the
speed of the grinder. The running and maintenance costs goes up rapidly with the speed of the
grinder, so the estimated cost per minute for providing a mean of 1/µ is P(0.10µ2).
The machine operators arrive to sharpen their tools according to a poisson process at a mean rate of
one every 2 minutes. The estimated cost of an operator being away from his machine to the grinder
is P0.20/min.
Plot the total expected cost per minute E(TC) vs. µ over the feasible range for µ to solve graphically
for the minimizing value of µ.
39. Two repairmen are attending five machines in a workshop. Each machine breaks down according to
a poisson distribution with a mean of 3 per hour. The repair time per machine is exponential with a
mean of 15 minutes.
a. Find the probability that the two repairmen are idle. That one repairman is idle.
b. What is expected number of idle machines not being repaired?
8. Sample Problems for Queueing
1. Joe's Service Station operates a single gas pump. Cars arrive according to a Poisson distribution at
an average rate of 15 cars per hour. Joe can service cars at the rate of 20 cars per hour with service
time following an exponential distribution.
a. What fraction of the time is Joe busy servicing cars?
b. How many cars can Joe expect to find at his station?
c. What is the probability that there are at least 2 cars in the station?
d. How long can a driver expect to wait before his car enters the service facility?
e. If you need to put in gas at Joe's service station, how long will it take you, on the average?
2. In the previous example, Joe is planning to set an area of land near the service facility to park cars
waiting to be serviced. If each car requires 200 square feet on the average, how much space would
be required?
3. Students arriving at a student registration center of a university must have their registration materials
processed by an operator seated at a computer terminal. The systems design calls for 4 operators to
be on duty, each operator performing an identical service. Students arrive according to a Poisson
process at an average rate of 100 per hour. Each operator can process 40 students per hour with
service time being exponentially distributed.
a. What fraction of the time that there are no students in the registration center?
b. If the waiting area inside the center building will comfortably accommodate five students, what
percentage of time will there be students lined up outside the building?
c. How long does an average student spend in the center building?
d. On the average, can we expect a student arriving 3 minutes before closing time to make it just
before closing? (He is able to register)
e. How long is the line of students waiting to register?
4. Arrivals at the AAA Transmission Repair are observed to be random at the Poisson rate of 1.5 per
day. The time required to repair transmission varies and the probability distribution is given below:
Service Time (days) Probability
0.25 0.274
0.50 0.548
0.75 0.110
1.00 0.068
Determine the steady state statistics of this system.
5. Supershopper Supermarket has 15 customers entering per hour. The customer spends an
exponentially distributed amount of time shopping. The average time spent shopping is 20 minutes.
a. On the average, how many customers can be found shopping in the aisles?
b. What is the average length of time a customer spends shopping in the aisles?
c. Find the probability of there being 6 or more customers in the aisles.
6. The owner of a small full-service gas station operates it by himself. On Friday afternoon, customers
arrive at the rate of 12 per hour. On the average, service takes 3 minutes and tends to be exponential.
The space allows the accommodation of only 3 cars at one time (including the one being serviced).
a. What is the mean number of customers in the station?
b. What fraction of the time will the owner be idle?
c. What fraction of customers will be lost?
d. What is the mean customer waiting time?
e. What is the probability that a customer waits?
7. Consider a barbershop with 3 barbers and 2 additional chairs for waiting customers. Customers
arrive randomly at an average rate of 8 per hour, and haircuts take an average of 15 minutes, with an
exponential distribution. Arriving customers who find the barbershop busy and 2 customers waiting
9. leave immediately.
a. What is the mean number of customers waiting at any time?
b. What is the mean time a customer spends in the barbershop?
c. Determine the mean number of customers in the barbershop?
d. What fraction of the time are the barbers idle?
8. A firm operates a single-server maintenance storeroom where electrical repair persons check out
needed spare parts and equipment. Repair persons arrive at a rate of 8 per hour. The service rate is
10 per hour. Arrivals are Poisson distributed and service completion times follow the exponential
model. The cost of waiting is Php 9 per hour. The company is considering giving the stock clerk a
helper which would increase the service rate to 12 per hour. The cost of the helper is Php 6 per hour.
What do you recommend?
9. The FNB has decided to operate its lobby service according to an (M/M/S) model. Customer arrive
at the bank at an average of 40 per hour. Each bank teller can serve 10 people per hour. How many
bank teller should be hired so that the average time a customer spends waiting in the queue does not
exceed 0.75 minutes?
10. A machine in a plant is designed to perform various operations. Process time of a job is exponential
with a mean of 5 minutes. Job arrivals are poisson with a mean of 7 per hour. Jobs waiting are
placed in a storage area in front of machine. If this area fills up, the arriving jobs must be placed in
an aisle next to a wall. Each waiting machine occupies 9 square feet. How much floor space should
be planned for the storage area if it is to be adequate 80% of the time? (It is to include job being
processed)
11. Workfor Metals purchases metal to be recycled from several sources. These metals consist of steel
bars and sheets aluminum shapes, and iron plates. Truckload shipments of scrap metals arrive at
Workfor in more or less random pattern at an average rate of one truckload per day. These trucks are
owned and operated by Workfor Metals. Each shipment must be unloaded by a crew of workers. A
combination of unloading operations is used: simple dumping, use of crane or forklift, and direct
manual labor. A crew of n workers can unload 0.8n per day. For each day that a truck is detained in
unloading, a cost of Php 300 is incurred (due to lost productive use of the truck and hourly wages of
track driver and his assistant). Each worker in the unloading crew is paid Php 105 per day.
Determine the optimal number of crew members to hire, assuming the arrival and service rates are
poisson.
12. An engineering design firm is replacing its scientific computer, which is sued to solve problems
encountered in design projects. The list of alternatives has been narrowed to 3 computers.
Computer Type Lease Cost/day No. of problems solved per day
A 600 20
B 750 25
C 1050 35
Computation times are exponential and arrivals of problems at the computer center follow a poisson
distribution at mean rate if 15 per day. Progress on a project is delayed until a problem is solved.
The daily cost of delaying a project is Php 250. Which computer should be selected?