Operations Research, Systems Engineering and Industrial Engineering Commons^™

Modular Product Architecture’S Decisions Support For Remanufacturing-Product Service System Synergy, Johnson Adebayo Fadeyi

Wayne State University Dissertations

Remanufacturing is identified as the most viable product end-of-life (EOL) management strategy. However, about 80% of manufactured products currently end up as wastes. Besides other benefits, the product service system (PSS) could curtail the main bottlenecks to remanufacturing namely quantity, quality, recovery time of used product, and negative perception of remanufactured products. Therefore, the integration of PSS and remanufacturing has been increasingly recommended as an enhanced product offering. However, an integration that is informed by mathematical analysis is missing. Meanwhile, the variables that bolster the performance of PSS and remanufacturing are substantially influenced by product development (PD) decisions. Among the …

Data-Driven Modeling For Decision Support Systems And Treatment Management In Personalized Healthcare, Milad Zafar Nezhad

Wayne State University Dissertations

Massive amount of electronic medical records (EMRs) accumulating from patients and populations motivates clinicians and data scientists to collaborate for the advanced analytics to create knowledge that is essential to address the extensive personalized insights needed for patients, clinicians, providers, scientists, and health policy makers. Learning from large and complicated data is using extensively in marketing and commercial enterprises to generate personalized recommendations. Recently the medical research community focuses to take the benefits of big data analytic approaches and moves to personalized (precision) medicine. So, it is a significant period in healthcare and medicine for transferring to a new paradigm. …

Reliability Analysis By Considering Steel Physical Properties, Wujun Si

Wayne State University Dissertations

Most customers today are pursuing engineering materials (e.g., steel) that not only can achieve their expected functions but also are highly reliable. As a result, reliability analysis of materials has been receiving increasing attention over the past few decades. Most existing studies in the reliability engineering field focus on developing model-based and data-driven approaches to analyze material reliability based on material failure data such as lifetime data and degradation data, without considering effects of material physical properties. Ignoring such effects may result in a biased estimation of material reliability, which in turn could incur higher operation or maintenance costs.

Recently, …

In Defense Of The Broader Application Of Virtual Queues, Evan Rapone

Honors Program Theses

The broader application of virtual queues is proposed. A review of the current state of queuing theory is presented as well as an acknowledgment of the deficiencies in the practicality of queuing theory. It is suggested that the queuing process can be improved by implementing the option of pursuing a virtual line. Specifically, the potential utility of introducing virtual queues is discussed in the context of the FastPass system, highlighting the major features of the method as well as examining the disadvantages of the service. The implementation of a FastPass-style queuing process outside of theme parks is presented as a …

Multivariate Analysis Of Students Perception On Teaching With Client Based And Non-Client Based Team Projects, Philip Appiah-Kubi

Engineering Management and Systems Faculty Publications

The classroom experience has evolved from traditional lecture, PowerPoint and whiteboards to a more active environment where students and instructors work together on hands-on activities to achieve the course objectives. Various names have been given to this pedagogy; experiential learning, project based learning (client based versus non-client based), active learning, and problem based learning are a handful of names used to describe this evolving pedagogy. The main challenge faced by educators in educating undergraduate students to be independent thinkers and problem solvers has been the driving force fueling the shift in pedagogy. This research looks into student’s perception on project …

Impact Of Sustainable Product Design On Elderly Ergonomics, Tris Kee, Alex King

Faculty of Design & Environment (THEi)

No abstract provided.

An Attribute Agreement Method For Hfacs Inter-Rater Reliability Assessment, Teddy Steven Cotter, Veysel Yesilbas

Engineering Management & Systems Engineering Faculty Publications

Inter-rater reliability can be regarded as the degree of agreement among raters on a given item or a circumstance. Multiple approaches have been taken to estimate and improve inter-rater reliability of the United States Department of Defense Human Factors Analysis and Classification System used by trained accident investigators. In this study, three trained instructor pilots used the DoD-HFACS to classify 347 U.S. Air Force Accident Investigation Board (AIB) Class-A reports between the years of 2000 and 2013. The overall method consisted of four steps: (1) train on HFACS definitions, (2) verify rating reliability, (3) rate HFACS reports, and (4) random …

A Proposed Taxonomy For The Systems Statistical Engineering Body Of Knowledge, Teddy Steven Cotter

Engineering Management & Systems Engineering Faculty Publications

In the ASEM-IAC 2012, Cotter (2012) identified the gaps in knowledge that statistical engineering needs to address, explored additional gaps in knowledge not addressed in the prior works, and set forth a working definition of and body of knowledge for statistical engineering. In the ASEM-IAC 2015, Cotter (2015) proposed a systemic causal Bayesian hierarchical model that addressed the knowledge gap needed to integrate deterministic mathematical engineering causal models within a stochastic framework. Missing, however, is the framework for specifying the hierarchical qualitative systems structures necessary and sufficient for specifying systemic causal Bayesian hierarchical models. In the ASEM-IAC 2016, Cotter (2016) …

Systems Statistical Engineering – Systems Hierarchical Constraint Propagation, Teddy Steven Cotter, Peggy A. Quigley

Engineering Management & Systems Engineering Faculty Publications

Cotter (ASEM-IAC 2012, 2015, 2016, 2017): (1) identified the gaps in knowledge that statistical engineering needed to address and set forth a working definition of and body of knowledge for statistical engineering; (2) proposed a systemic causal Bayesian hierarchical model that addressed the knowledge gap needed to integrate deterministic mathematical engineering causal models within a stochastic framework; (3) specified the modeling methodology through which statistical engineering models could be developed, diagnosed, and applied to predict systemic mission performance; and (4) proposed revisions to and integration of IDEF0 as the framework for developing hierarchical qualitative systems models. In the last work, …

Pathology-Informed Approach In Vulnerability Assessment Methods, Polinpapilinho F. Katina, Adrian V. Gheorghe, Charles B. Keating

Engineering Management & Systems Engineering Faculty Publications

A system pathology is a circumstance, condition, or pattern that acts to limit system performance, or lessen system viability, such that the likelihood of a system achieving performance expectation is reduced. The idea of pathology has been described in multiple fields, including computer science, organizational studies, policy analysis, system-of-systems engineering, and systems engineering. However, there is scarcity of literature describing relationship between system pathology and vulnerability assessment. The aim of this study lies at the intersection of system pathology and vulnerability assessment in engineered systems. First, authors provide the state of the art review of literature on system pathology. Second, …

A Method For Identification, Representation, And Assessment Of Complex System Pathologies In Acquisition Programs, Charles B. Keating, Polinpapilinho F. Katina, Keith F. Joiner, Joseph M. Bradley, Raed M. Jaradat

Engineering Management & Systems Engineering Faculty Publications

Acquisition programs continue to struggle with increasing complexity. High degrees of emergence, interconnectedness, and uncertainty are the norm rather than exception. The purpose of this research is to explore extension of ongoing research in complex system pathologies for acquisition programs. Significant advances have been made in development of deeper understanding of the nature of pathologies (deviations from healthy system function) and their implications for performance of complex systems. Complex system pathologies represent violations of underlying system principles. These violations negatively affect system governance functions (control, oversight, accountability) resulting in degradation of system performance. Greater understanding of complex system pathologies offers …

A Systems Theory Based Examination Of Failure In Acquisition System Reform, Charles B. Keating, Joseph M. Bradley, Polinpapilinho F. Katina, Craig Arndt

Engineering Management & Systems Engineering Faculty Publications

The defense acquisition system has been the source of intense scrutiny and calls for reform for over four decades. This research is to examine the contributions of Systems Theory to enhance prospects related to acquisition reform. Systems Theory offers a set of principles, laws, and concepts that explain the behavior of complex systems. Although the acquisition system and constituent programs have been critiqued and examined from multiple perspectives, they have never been the subject of exploration from Systems Theory. Recent advances in Systems Theory have identified 83 different potential system pathologies that can result in degraded system performance or outright …

A Data-Driven And Mixed Methods Analysis Of Automotive Retail Operations Management, Mark Allen Colosimo

Wayne State University Dissertations

The importance of effective retail operations management has never been more significant. Our research aims to expand the understanding for efficiency and dynamics of franchise outlets within retail networks with a focus on sales performance and profitability. The focus and contribution is the development of an actionable data analytics driven process by which automotive dealerships (retail outlets) can be analyzed to identify areas of opportunity for improvement. In general, automotive dealerships aim to sell product to make a profit, the manufacturer of the product/brand desires to sell vehicles to make a profit, and the customer desires to find a suitable …

Venous Thromboembolism (Vte) Harm Measurement And Risk Assessment In Real-Time Using Electronic Health Records(Ehr), Seyed Mani Marashi

Wayne State University Dissertations

Venous Thromboembolism (VTE) is a deadly disease and is considered as one of the top reasons for avoidable hospital deaths in the United States and around the world. Patients who survive this disease often must face life-long complications such as Post-thrombotic syndrome (PTS), Chronic thromboembolic pulmonary hypertension (CTPH), etc. Therefore, it is important to monitor and reduce the number of VTE instances in hospitals. This study shows how Electronic Health Records (EHRs) can be utilized to achieve this goal.

First, a new near real-time VTE harm measurement model was developed. Not only the developed model can deliver near real-time results, …

The Design, Test And Evaluation Of A Sensing System For Process Analytical Technology (Pat), Trevor Murphy

Theses

Increased globalisation and competitiveness has given rise to a more dynamic and diverse global market that has begun to place incredible strain on manufacturing supply chains. Conventional manufacturing methods such as the batch manufacturing methods employed largely by the materials processing industries i.e. pharmaceuticals, polymers and magnesium processing plants are ill-suited to cope with the demands of today. As products evolve with technological advancements they become more complex to produce and require alternative approaches to manufacturing to ensure product quality while reducing costs and increasing manufacturing efficiencies.

A potential solution to the growing demands on today's supply chain is process …

Systems Security Engineering For Mission Assurance: System-Theoretic And Technical Operational Risk Management (Storm), Shiu-Kai Chin, Tyson T. Brooks, Erich Devendorf, William E. Young

Electrical Engineering and Computer Science - All Scholarship

STORM (System-Theoretic and Technical Operational Risk Management) is a systems security engineering (SSE) methodology for assuring missions and managing risk. Fully consistent with the System Security Engineering principles and objectives as described in NIST SP 800-160, STORM addresses the shortcomings of compliance-centric approaches by providing rigorous, behavior-focused tools applicable at both leadership and technical levels.

STORM integrates two principal components: STPA-Sec (System-Theoretic Process Analysis for Security) and CSBD (Certified Security by Design). STPA-Sec is used to derive and validate a mission Concept of Operation (CONOPS) by enumerating unacceptable losses, identifying hazards and unsafe control actions, and identifying security constraints. CSBD …

Development Of An Mrm Federation System Using Cots Simulations, Jaeho Kim

Electronic Theses and Dissertations

The goal of this research is to build an experimental environment for the Simulation Interoperability Laboratory (SIL) of the University of Central Florida (UCF). The Simulation Interoperability Laboratory (SIL) is researching about multi-resolution modeling(MRM), with a focus on military field uses. This thesis proposes steps to develop an MRM federation system and build two different MRM systems using COTS simulations (SIMBox, VR-Forces, and MASA Sword). This report is written to provide the basis for a time-based MRM federation study in the Simulation Interoperability Laboratory. The report describes many definitions and notions related to Multi-Resolution Modeling(MRM) and discusses examples to make …

Equivalency Analysis Of Sidestick Controller Modes During Manual Flight, Alex Rummel

Electronic Theses and Dissertations

Equivalency analysis is a statistical procedure that can enhance the findings of an analysis of variance in the case when non-significant differences are identified. The demonstration of functional equivalence or the absence of practical differences is useful to designers introducing new technologies to the flight deck. Proving functional equivalence is an effective means to justify the implementation of new technologies that must be "the same or better" than previous technology. This study examines the functional equivalency of three operational modes of a new active control sidestick during normal operations while performing manual piloting tasks. Data from a between-subjects, repeated-measures simulator …

The Relationship Between Agile Project Management And Project Success Outcomes, Thomas Bergmann

Electronic Theses and Dissertations

Agile project management (APM) has recently emerged as a new approach to managing complex projects. Some experts believe that APM will become the standard project management approach used in the 21st century. However, thus far, the role of agility in project management has not been widely investigated. In the recent past, the concept of agility has mainly been applied to software development projects. The literature on agility is still in its early stages, and further research needs to be conducted in new project management domains. This study is intended to determine the impact of the adoption of APM on project …

Stochastic Bi-Level Optimization Models For Efficient Operating Room Planning, Amin Abedini, Wei Li, Honghan Ye

Mechanical Engineering Faculty Publications

Within a hospital, the operating room (OR) department has the largest cost and revenue. Because of the aging population, the demand for surgical services has been increasing sharply in recent years. At the other hand, the rate of OR capacity expansion is lower than the rate of increasing demand. As a result, OR managers must leverage their resources by efficient OR planning. OR planning is challenging because of multiple competing\conflicting objectives such cost minimization and throughput maximization. Inherent uncertainty in the surgical procedures and patients arrivals complicate the decision making process. This increases the risk of non-realization of the system …

Chapter 7: Human View, Holly A.H. Handley

Engineering Management & Systems Engineering Faculty Publications

No abstract provided.

A Study Of Eeg Signature Associated With Emotional And Stress Responses Due To Cyberbullying, Ashraf Alhujailli

Electronic Theses and Dissertations

The human brain processes vital information regarding human feelings. Prior research has focused on the problems of underage bullying, workplace bullying, burnout, mobbing and, most recently, cyberbullying. Scholars have traditionally examined the adverse outcomes of cyberbullying using subjective measures of stress and emotion for decades. However, very few studies examined cyberbullying using objective measures like EEG. The main goal of this study was to explore the relationship between the brain's EEG, expressed by the power spectral density, and emotions and stress due to two types of cyberbullying, specifically: 1) social exclusion, and 2) verbal harassment. This research also examined how …

Transforming Yekaterinburg Into A Safe, Resilient-Smart And Sustainable City, S. A. Timashev, V. N. Alekhin, L. V. Poluyan, I. Fontanals, A. Gheorghe

Engineering Management & Systems Engineering Faculty Publications

The initiative (since 2014) project described in this paper is a product of a joint innovative research and implementation effort of the Civil Engineering and Architecture Institute, Ural Federal University, the Science and Engineering Centre "Reliability and Safety of Large Systems and Machines", Ural Branch Russian Academy of Sciences (both Yekaterinburg), Start-up OptiCits, Barcelona, Spain and the Old Dominion University, Norfolk, VA, USA. The project is based on using the MAICS convergent technology [1] to create a versatile multi-purpose tool for optimizing the science and art of risk based governance of resilience-smart and sustainable city infrastructure and communities operating in …

Travel To Extraterrestrial Bodies Over Time: Some Exploratory Analyses Of Mission Data, Venkat Kodali, Rohith Kumar Reddy Duggirala, Richard S. Segall, Hyacinthe Aboudja, Daniel Berleant

Journal of the Arkansas Academy of Science

This paper discusses data pertaining to space missions to astronomical bodies beyond earth. The analyses provide summarizing facts and graphs obtained by mining data about (1) missions launched by all countries that go to the moon and planets, and (2) Earth satellites obtained from a Union of Concerned Scientists (UCS) dataset and lists of publically available satellite data.

Optimal Supply Delivery Under Military Specific Constraints, Talena Fletcher

College of Graduate Studies: Theses & Dissertations

Through-out military history, the need to safely and effectively allocate resources to various military operations was a task of extreme importance. Satisfying the needs of multiple consumers by optimally pairing with appropriate suppliers falls into the category of vehicle routing problems (VRP), which has been intensively studied over the years. In general, finding the optimal solution to VRP is known to be NP-hard. The proposed solutions rely on mathematical programming and the size of the problems that can be optimally solved is typically limited. In military settings, balancing the needs of multiple consumers with the current operational environment has always …

Location Optimization Of A Coal Power Plant To Balance Coal Supply And Electric Transmission Costs Against Plant’S Emission Exposure, Najam Khan

Electronic Theses and Dissertations

This research is focused on developing a location analysis methodology that can minimize the pollutant exposure to the public while ensuring that the combined costs of electric transmission losses and coal logistics are minimized. Coal power plants will provide a critical contribution towards meeting electricity demands for various nations in the foreseeable future. The site selection for a new coal power plant is extremely important from an investment point of view. The operational costs for running a coal power plant can be minimized by a combined emphasis on placing a coal power plant near coal mines as well as customers. …

Developing A Cyberterrorism Policy: Incorporating Individual Values, Osama Bassam J. Rabie

Theses and Dissertations

Preventing cyberterrorism is becoming a necessity for individuals, organizations, and governments. However, current policies focus on technical and managerial aspects without asking for experts and non-experts values and preferences for preventing cyberterrorism. This study employs value focused thinking and public value forum to bare strategic measures and alternatives for complex policy decisions for preventing cyberterrorism. The strategic measures and alternatives are per socio-technical process.

การศึกษาและวิเคราะห์เครือข่ายการท่องเที่ยวภายในประเทศไทย, กฤษฎาภฤศ ปึงภัทรกิจ

Chulalongkorn University Theses and Dissertations (Chula ETD)

งานวิจัยนี้มุ่งเน้นการพัฒนา ศึกษา และวิเคราะห์เครือข่ายการท่องเที่ยวของประเทศไทยผ่านทางทฤษฎีเครือข่าย และค่าความเป็นศูนย์กลางแบบต่างๆ เพื่อใช้ในการระบุบทบาทหน้าที่ของแต่ละพื้นที่การท่องเที่ยว อันจะนำไปสู่การวางแผนพัฒนาพื้นที่ท่องเที่ยวอย่างมีประสิทธิภาพ และยั่งยืนต่อไปในอนาคต ทั้งนี้ เครือข่ายการท่องเที่ยวที่ถูกพัฒนาขึ้นจัดเป็นเครือข่ายแบบถ่วงน้ำหนักที่ค่าน้ำหนักของความสัมพันธ์ระหว่างพื้นที่การท่องเที่ยวแปรผันตามค่าอัตราการไหลของนักท่องเที่ยวระหว่างพื้นที่ ซึ่งขึ้นอยู่กับปัจจัยส่งเสริมการท่องเที่ยวต่างๆ เช่น จำนวนแหล่งท่องเที่ยว และที่พักในพื้นที่ท่องเที่ยว จากผลการศึกษา ผู้วิจัยพบว่า กรุงเทพมหานครถือเป็นจุดศูนย์กลางการท่องเที่ยวของประเทศไทยในทุกแง่มุม ส่วนหนึ่งเป็นผลเนื่องมาจากความพร้อมด้านประชากร และศักยภาพในการสนับสนุนการท่องเที่ยว ในขณะที่จังหวัดรอบนอกของกรุงเทพมหานครมีความสำคัญในเชิงการรองรับนักท่องเที่ยวที่จะเดินทางไปยังจุดศูนย์กลางการท่องเที่ยว นอกจากนี้ผู้วิจัยยังพบว่า จังหวัดเชียงใหม่ ปัตตานี ราชบุรี ชลบุรี ร้อยเอ็ด ถือเป็นจุดศูนย์กลางของพื้นที่การท่องเที่ยวรองในแต่ละภูมิภาคของประเทศไทย โดยมีจังหวัดนครราชสีมา ประจวบคีรีขันธ์ ชุมพร และนครสวรรค์ เป็นจังหวัดที่สำคัญต่อการเดินทางระหว่างพื้นที่การท่องเที่ยวภายในประเทศ

การยอมรับคำสั่งซื้อและการวางแผนการผลิตในระบบการผลิตแบบไหลเลื่อน, บุญญภัทร์ บุญศรี

Chulalongkorn University Theses and Dissertations (Chula ETD)

งานวิจัยนี้นำเสนอวิธีการยอมรับคำสั่งซื้อและการวางแผนการผลิตตามนโยบายการผลิตตามคำสั่งซื้อ (Make to Order: MTO) โดยระบบการผลิตที่ศึกษาเป็นระบบการผลิตแบบไหลเลื่อนที่มีสถานีงานและชนิดผลิตภัณฑ์ที่หลากหลายที่ขึ้นกับข้อจำกัดการส่งมอบจำนวนผลิต และเวลากำหนดส่งที่ชัดเจนภายใต้กำลังการผลิตที่มีอย่างจำกัด ลักษณะของปัญหาประกอบไปด้วยสองปัญหาย่อย ได้แก่ 1.ส่วนการคัดเลือกคำสั่งซื้อที่มีจำนวนความต้องการที่ผลิตที่รับงานได้รวมเป็นวัตถุประสงค์หลัก 2.ส่วนการวางแผนการผลิตที่กำหนดจำนวนการผลิตในช่วงระยะวางแผนผลิตโดยที่มีจำนวนวัสดุคงคลังน้อยที่สุดเป็นวัตถุประสงค์รอง ผู้วิจัยได้นำเสนอรูปแบบจำลองสมการเชิงเส้นจำนวนเต็มผสม (Mixed Integer Linear Programing: MILP) ที่ประยุกต์ใช้จากแบบจำลอง Integrated production planning models with order acceptance (PP-OA) และนำเสนอวิธีการโดยตรงในการหาคำตอบ แต่เนื่องจากความซับซ้อนของปัญหาจากอัตราการใช้กำลังการผลิตที่แตกต่างกัน ส่งผลให้เวลาการหาคำตอบของวิธีการโดยตรงสูงขึ้นตามขนาดของปัญหา ผู้วิจัยจึงนำเสนอวิธีการทางฮิวริสติกจากการประยุกต์ใช้วิธีการ Branch and Bound (B&B) สำหรับส่วนการคัดเลือกคำสั่งซื้อ และนำเสนอวิธีการทางฮิวริสติกจากการประยุกต์ใช้การวางแผนการผลิตแบบถอยหลัง (Backward Scheduling) สำหรับส่วนการวางแผนการผลิต โดยการทดลองทางคอมพิวเตอร์ถูกนำมาใช้ในการทดสอบประสิทธิภาพการหาคำตอบของทั้งสองวิธีในสถานการณ์ที่แตกต่างกัน

แบบจำลองการวางแผนพนักงาน และอุปกรณ์สำหรับการลำเลียงสัมภาระขาเข้าภายในท่าอากาศยาน, พนิดา ศรีจันทรา

Chulalongkorn University Theses and Dissertations (Chula ETD)

งานวิจัยนี้มีวัตถุประสงค์เพื่อพัฒนาแบบจำลองสถานการณ์ (Simulation model) การลำเลียงสัมภาระภายใน ท่าอากาศยานกรณีศึกษา เพื่อใช้สำหรับการวางแผนพนักงาน และอุปกรณ์ของผู้ให้บริการให้เพียงพอสำหรับการผ่านเกณฑ์ดัชนีชี้วัดประสิทธิภาพการลำเลียงสัมภาระใบแรก และใบสุดท้าย การดำเนินงานวิจัยเริ่มจากการเก็บรวบรวมข้อมูลการลำเลียงสัมภาระ และนำข้อมูลที่ได้มาทำการวิเคราะห์เพื่อหาสาเหตุ และปัจจัยที่ส่งผลต่อระยะเวลาในการลำเลียงสัมภาระ ซึ่งพบว่า สาเหตุที่ไม่สามารถบรรลุเกณฑ์เป็นผลจากจำนวนอุปกรณ์ที่ให้บริการไม่เพียงพอ และปัจจัยที่ส่งผลต่อเวลาในการลำเลียงสัมภาระ คือ ประเภทของอากาศยาน และโซนของหลุมจอด จากนั้นนำข้อมูลที่รวบรวมได้มาหาการแจกแจงของเวลาในขั้นตอนต่าง ๆ โดยใช้เครื่องมือ Input Analyzer เพื่อนำไปสร้างแบบจำลองสถานการณ์ (Simulation Model) การลำเลียงสัมภาระด้วยการประยุกต์ใช้โปรแกรม Arena โดยผลการจำลองสถานการณ์สามารถรายงานระยะเวลาการทำงานในแต่ละขั้นตอน และแสดงจำนวนอุปกรณ์ที่เพียงพอโดยคำนวณจากจำนวนการใช้งานที่มากที่สุด (Maximum Busy) ของอุปกรณ์แต่ละชนิด จากการประมวลผลโปรแกรม พบว่า ผู้ให้บริการลำเลียงสัมภาระมีอุปกรณ์ 3 ชนิด ที่มีจำนวนไม่เพียงพอ คือ รถพ่วงบรรทุกตู้สัมภาระ (Dolly) รถพ่วงบรรทุกสัมภาระ (Baggage Cart) และ รถลากจูงสัมภาระ (Tractor) ดังนั้น ยังพบว่าหากประมวลผลในแบบจำลองที่มีจำนวนอุปกรณ์เพียงพอ จะสามารถผ่านเกณฑ์ดัชนีชี้ดวัดประสิทธิภาพลำเลียงสัมภาระได้ ทั้งนี้ โดยสรุปจากการทดลอง พบว่า การมีแบบจำลองสามารถทำให้วางแผนจำนวนพนักงาน และอุปกรณ์ได้ดีขึ้น