A NEW DISCIPLINE FOR A NEW CENTURY: ROBOTICS ENGINEERING
|
|
- Harvey Austin Martin
- 8 years ago
- Views:
Transcription
1 CHAPTER 10 A NEW DISCIPLINE FOR A NEW CENTURY: ROBOTICS ENGINEERING MICHAEL A. GENNERT, FRED J. LOOFT, and GRÉTAR TRYGGVASON 10.1 INTRODUCTION As technology changes, the occasion sometimes arises when a new engineering field that either addresses a new technology, combines current areas in a new way, or both, is needed. Not all new degree programs have succeeded but a few, such as Aerospace Engineering and Computer Science, were exactly what the relevant industry needed at the time of their introduction. In addition to meeting emerging needs, a new degree program allows curricular and pedagogical innovations that are more difficult to implement in mature programs. Thus, the introduction of successful new degree programs often parallels the development of new transformative technologies [1]. Robotics the combination of sensing, computation, and actuation in the real world is emerging as one of the hottest new area of technology. The decreasing cost and increasing availability of sensors, computing devices, and actuators is opening up opportunities for new devices and products that are limited only by our imagination. These new robotic products will ease our lives by obeying our commands and anticipating our needs. They will be the robots envisioned by futurists of the past, although often in a form that has no resemblance to C3PO, R2D2, or ASIMO. Robotics is already a large industry. Over a million industrial robots are currently estimated to be in operation and in 2007, when over a hundred thousand new industrial robots were sold; the annual market size was estimated to be around $18 billion, including software, peripherals, and Shaping Our World: Engineering Education for the 21 st Century, First Edition. Edited by Grétar Tryggvason and Diran Apelian. Ó 2012 by The Materials, Metals, & Materials Society. Published 2012 by John Wiley & Sons, Inc. 179
2 180 A NEW DISCIPLINE FOR A NEW CENTURY: ROBOTICS ENGINEERING installation [2]. The market for service robots is about half of this, but predicted to grow faster. The National Intelligence Council has identified Robotics to be one of the six disruptive technologies [3]; the DoD roadmap for unmanned systems calls for a larger role for robots and autonomous vehicles [4]. While industrial and military robots currently heavily drive commercial robotics, the emergence of a consumer market is inevitable [5]. Indeed, technology leaders like Bill Gates believe that soon there will be robots in every home [6]. In Massachusetts, robotics is a fast growing billion-dollar industry that employs thousands of people [7]. Nondefense applications are in abundance and include, for example, security, transportation, elder care, automation of household tasks, customized manufacturing, agriculture, mining, and interactive entertainment. Engineers currently working in the robotics industry are primarily trained in Computer Science, Electrical and Computer Engineering, or Mechanical Engineering. However, robotics is inherently interdisciplinary and no single discipline provides the full breadth demanded as new applications become more sophisticated. Truly smart robots rely on information processing, decision systems and artificial intelligence (computer science), sensors, computing platforms, and communications (electrical engineering), and actuators, linkages, and mechatronics (mechanical engineering). To develop succesful products, some training in management is also important and a science and social science background could be important as well to tap into applications in the biological sciences and medicine, for example. To educate young engineers for the robotics industry, in the spring of 2007 Worcester Polytechnic Institute introduced a BS degree program in Robotics Engineering (RBE). In addition to meeting the needs of the emerging robotics industry, the introduction of the degree was motivated by the strong interest in robotics among precollege students, as demonstrated by the large number of robotics competitions currently in existence. In 2008, for example, the four competitions sponsored by FIRST engaged 160,000 youth participants (6 18 years old) who with the assistance of 73,000 mentors and volunteers built over 13,000 robots. The students came from all 50 states and 36 other countries [8]. Botball robotic soccer competitions have included over 40,000 students to date [9]. Other robotics events, such as BattleBots IQ [10], Robocup, and Boosting Engineering, Science and Technology (BEST) Robotics with over 10,000 students involved annually [11], also demonstrate the high level of interest in robotics. The robots.net Robotics Competition web page lists over 120 competitions in 2009 [12]. Thus, a degree program in robotics should provide a particularly attractive entry point for young people interested in
3 EDUCATION IN ROBOTICS 181 an engineering career. We note that while the term mechatronics has already been used to capture the fusion of mechanical and electrical engineering with computing presumably implied and that while mechatronics engineering degrees have been introduced in Japan, Europe, and elsewhere, robotics has an intuitive appeal and familiarity not captured by the more unfamiliar mechatronics. Indeed, mechatronics has not caught on in the US EDUCATION IN ROBOTICS Although robotics has not existed as an undergraduate degree program in the US until now, several universities have offered courses in robotics for three decades or more and a number of introductory level text books have been written. Proliferation of industrial robots on assembly lines in the 1980s motivated the introduction of courses in robotics in Mechanical and Manufacturing Engineering programs and classical books, such as Introduction to Robotics: Mechanics and Control [13] focused primarily on manipulator dynamics and kinematics. In Computer Science, cognitive aspects of robotics were seen as an application of AI, such as in The Psychology of Computer Vision [14]. During the 1990s additional courses were introduced with more sophisticated control theories (fuzzy neural network controllers and adaptive controllers) being the newer focus [15]. In the late 1990s and during the first year of the new century, advanced courses on robotics dealt with path planning, navigation, autonomy, communication, and all aspects of mobile robots [16]. At the same time, the development of robotic kits, such as Lego [17,18] and BOE-bot [19], have made robotics much more accessible, not only to college students but also to younger students. Currently, several universities offer courses focusing on various aspects of robotics. Those include Mechatronics course, such as ME307 Mechatronics and Measurement Systems at Colorado State University, which uses Mechatronics and Measurement Systems by Alciatore and Histand [20], supplemented by an extensive laboratory manual [21]. Harvey Mudd College introduces students to computational interaction with the physical environment in a course called CS154 Robotics, which was developed with partial support of a DUE grant from NSF. It uses the text Probabilistic Robotics by Thrun et al. [22], which has also been successfully used at Stanford University. The course at Stanford, CS329 Statistical Techniques in Robotics, explores mobile robotics from a statistical perspective and enables students to understand the limitations and capabilities of applying statistical analysis
4 182 A NEW DISCIPLINE FOR A NEW CENTURY: ROBOTICS ENGINEERING techniques to mobile robots. Introduction to Autonomous Mobile Robots by Siegwart and Nourbakhsh [23] has been successfully used at CMU in the course CS16761 Introduction to Mobile Robots, which introduces students to the fundamentals of mobile robotics, spanning mechanical, motor, sensory, perceptual and cognitive layers. The course website provides detailed information about the course, including the syllabus, robot platforms, and programming [24]. A repository of robotics courses may be found at roboticscourseware.org/. Other examples of undergraduate level courses in robotics are easily found by searching on the Internet. While robotics engineering at the undergraduate level has traditionally been embedded in traditional engineering programs or computer science and thus generally treated as an application, rather than a separate discipline, a few US universities have introduced graduate degrees in robotics. For example, the Robotics Institute at CMU awarded the first PhD in robotics in Recently, the University of Pennsylvania introduced a MS degree programs in 2006, followed by the University of Michigan in 2008 and South Dakota School of Mines in A doctoral program in robotics was established at the Georgia Institute of Technology in THE ROBOTICS ENGINEERING BS PROGRAM AT WPI The development of the WPI Robotics Engineering program started in 2005 with a small group of faculty from the departments of Computer Science (CS), Electrical and Computer Engineering (ECE), and Mechanical Engineering (ME) that met regularly to prepare a proposal for the degree. The WPI faculty approved the degree in the fall of 2006 and the Board of Trustees in March of The program was announced to potential students during the winter of 2007 and admission open-house presentations drew a large number of attendees. Although the window between the formal approval of the program and the deadline for admitting students was relatively short, students admitted in the fall of 2007 had the option of declaring the program as an intended major and many did so. The program was formally launched through a 1-day symposium in October 2007 [25] that featured several invited speakers and drew attendees from industry and academia, in addition to students from local high schools. The symposium was accompanied by the first meeting of the program advisory board, composed of representatives from the robotics industry. The degree program was advertised by a short video segment shown at the FIRST competition in the Atlanta, GA in April 2008 and by several presentations to potential students.
5 THE ROBOTICS ENGINEERING BS PROGRAM AT WPI Degree Overview, Objectives, and Outcomes The faculty group advocating the new degree program decided early on to take a top-down approach to the design of the curriculum, starting with goals and objectives. It was clear to all participants that while Robotics Engineering would draw heavily from Computer Science, Electrical and Computer Engineering and Mechanical Engineering, it was also obviously true that the program would not simply be the sum of the material covered in these disciplines. Rather, defining robotics engineering as a separate discipline involved selecting material from the three disciplines that defined the core body of knowledge for robotics. This involved making a distinction between what every robotics engineer must know and what could be useful for some robotics engineers. Thus, while a robotic engineer might conceivably at some point need material covered in courses in thermodynamics and fluid dynamics, for example, the group decided that these topics did not belong in the core body of knowledge. The same consideration applied to semiconductor devices and electromagnetic fields from electrical engineering, for example, and databases from computer science. Similarly, the group attempted to identify material that might be considered optional in CS, ECE, or ME, but should be required in Robotics Engineering. Although the intention is to review the robotics curriculum periodically, the reality is that the initial selection is likely to form the core of the curriculum for a long time and this selection thus defines robotics engineering as an undergraduate engineering discipline Educational Program Objectives The educational program objectives are intended to define the context and the content of the program: The Robotics Engineering Program strives to educate men and women to. Have a basic understanding of the fundamentals of Computer Science, Electrical and Computer Engineering, Mechanical Engineering, and Systems Engineering.. Apply these abstract concepts and practical skills to design and construct robots and robotic systems for diverse applications.. Have the imagination to see how robotics can be used to improve society and the entrepreneurial background and spirit to make their ideas become reality.. Demonstrate the ethical behavior and standards expected of responsible professionals functioning in a diverse society. The group also adopted the standard ABET program outcomes to make the program accredidable under the General Engineering ABET (a k) criteria [26].
6 184 A NEW DISCIPLINE FOR A NEW CENTURY: ROBOTICS ENGINEERING Program Structure and Curriculum Research on engineering education has provided considerable insight into how to keep students interested, deliver the material effectively, and stimulate creativity. We have attempted to use some of these findings in designing our curriculum. We know that the structure of the curriculum plays an important role in overall student satisfaction and retention and that an early introduction to engineering generally helps [27,28,29]. We also know that different teaching methods appeal to different learner types but generally all people learn more in an environment where the material is presented in a variety of ways [30,31], and that creativity and innovation can be taught, or at least stimulated, in a properly structured course [30,32,33,34]. The core of the Robotics program consists of five new courses: an entrylevel course (first year) and four unified robotics courses (sophomore and junior years) based on a spiral curriculum philosophy where the students are engaged in increasingly complex designs and various technical topics are introduced as needed. These courses need to be taken in order and each builds on the preceding courses. Thus, although all the RBE courses are open to students from other disciplines, the prerequisite requirements make it difficult for nonprogram students to take all but the first two or possibly three. In addition to the RBE program courses, other courses are required from each of the participating departments to ensure technical breadth and strength. Each of the new RBE program courses includes elements from CS, ECE, and ME. To add cohesion within courses, each course in the unified sequence has its own focus, such as locomotion, sensing, manipulation, and navigation. The new required RBE courses are RBE Introduction to Robotics: Multidisciplinary introduction to robotics, involving concepts from the fields of electrical engineering, mechanical engineering, and computer science. Topics covered include sensor performance and integration, electric and pneumatic actuators, power transmission, materials and static force analysis, controls and programmable embedded computer systems, system integration and robotic applications. Laboratory sessions consist of hands-on exercises and team projects where students design and build mobile robots. RBE Unified Robotics I: First of a four-course sequence introducing foundational theory and practice of robotics engineering from the fields of computer science, electrical engineering, and mechanical engineering. The focus of this course is the effective conversion of electrical power to mechanical power, and power transmission for purposes of locomotion, and of payload manipulation and delivery. Concepts of energy, power, and kinematics will be applied. Concepts from statics
7 THE ROBOTICS ENGINEERING BS PROGRAM AT WPI 185 such as force, moments, and friction will be applied to determine power system requirements and structural requirements. Simple dynamics relating to inertia and the equations of motion of rigid bodies will be considered. Power control and modulation methods will be introduced through software control of existing embedded processors and power electronics. The necessary programming concepts and interaction with simulators and Integrated Development Environments will be introduced. Laboratory sessions consist of hands-on exercises and team projects where students design and build robots and related subsystems. RBE Unified Robotics II: Second of a four-course sequence introducing foundational theory and practice of robotics engineering from the fields of computer science, electrical engineering, and mechanical engineering. The focus of this course is interaction with the environment through sensors, feedback, and decision processes. Concepts of stress and strain as related to sensing of force, and principles of operation and interface methods for electronic transducers of strain, light, proximity and angle will be presented. Basic feedback mechanisms for mechanical systems will be implemented via electronic circuits and software mechanisms. The necessary software concepts will be introduced for modular design and implementation of decision algorithms and finite state machines. Laboratory sessions consist of hands-on exercises and team projects where students design and build robots and related subsystems. RBE Unified Robotics III: Third of a four-course sequence introducing foundational theory and practice of robotics engineering from the fields of computer science, electrical engineering, and mechanical engineering. The focus of this course is actuator design, embedded computing, and complex response processes. Concepts of dynamic response as relates to vibration and motion planning will be presented. The principles of operation and interface methods for various actuators will be discussed, including pneumatic, magnetic, piezoelectric, linear, stepper, and so on. Complex feedback mechanisms will be implemented using software executing in an embedded system. The necessary concepts for real-time processor programming, reentrant code, and interrupt signaling will be introduced. Laboratory sessions will culminate in the construction of a multimodule robotic system that exemplifies methods introduced during this course. RBE Unified Robotics IV: Fourth of a four-course sequence introducing foundational theory and practice of robotics engineering from the fields of computer science, electrical engineering, and mechanical engineering. The focus of this course is navigation, position estimation,
8 186 A NEW DISCIPLINE FOR A NEW CENTURY: ROBOTICS ENGINEERING and communications. Concepts of dead reckoning, landmark updates, inertial sensors, vision and radio location will be explored. Control systems as applied to navigation will be presented. Communication, remote control, and remote sensing for mobile robots and telerobotic systems will be introduced. Wireless communications including wireless networks and typical local and wide-area networking protocols will be discussed. Considerations will be discussed regarding operation in difficult environments such as underwater, aerospace, hazardous, and so on. Laboratory sessions will be directed toward the solution of an openended problem over the course of the entire term. The Introductory course is aimed at first year students and the goal is to give a broad but relatively shallow introduction to robotics and to introduce hands-on project work. The course serves as an introduction to the excitement and challenges in engineering and is suitable for students in essentially any engineering discipline. Although most students in the RBE program take this course in the freshman year, it is not formally required and only counts toward the engineering electives. Thus, a student with an extensive experience with high school robotics competitions and strong technical background could start with the unified robotics sequence. The sophomore-level courses (RBE 2001 and 2002) emphasize the technical foundations of robotics as detailed in the course description and the laboratory assignments, completed by teams of 2 3 students, are based on VEX Classroom Laboratory Kits. The students are also provided with additional DC motors, H-bridge motor drives, and custom-made mechanical parts as needed. In addition to Cþþ: How to Program by Deitel and Deitel [35], a custom textbook, which combines selected chapters from Design of Machinery by Norton [36] and Fundamentals of Electrical Engineering by Rizzoni [37], is used for the RBE sequence. The junior-level courses (RBE 3001 and 3002) provide a much more deeper coverage of robotics, emphasizing the theoretical foundations. Instead of the hardware and software kits used in the earlier courses the students now must rely heavily on standard industrial components. The components are, however, provided to the students. The philosophy behind the content and design of this resource package is to provide a development environment that is structured enough to avoid students wasting time troubleshooting unreliable equipment, and yet is unstructured enough that nontrivial design decisions are made by students. The components are chosen to simplify assembly and interface concerns at the mechanical, electrical, and software levels, but it is not a kit with the structure and the limitations that such kits pose [38,39]. In addition to the textbooks required
9 THE ROBOTICS ENGINEERING BS PROGRAM AT WPI 187 for the sophomore courses, course notes covering more advanced topics are distributed in class. The laboratory exercises in all four courses are tightly integrated with the rest of the course and provide a nearly instant reinforcement of what is covered in the lectures. All the RBE courses consist of four lectures per week and one 2-hour laboratory session. In addition to the four unified robotics courses, the RBE program students are required to take several other courses, although following the general WPI philosophy those requirements are stated in terms of subjects, rather than specific courses whenever possible. Before listing the RBE program requirements it is important to note the peculiarities of the WPI academic calendar where each semester is split into two seven-week terms (essentially 7-week quarters, A B C D), during which students take three very intense courses. Terms A and B are taught in the fall (September to December) and terms C and D are taught in the spring (January to April). ABET requires one and a half years of engineering science and design which is equivalent to 18 courses. The WPI capstone project historically corresponds to three courses (one quarter of the academic year), leaving students with 15 courses in their engineering major. Of those courses the students must take at least five courses in Robotics Engineering (the introduction course plus the unified sequence, for example), three courses in Computer Science, including Algorithms and Software Engineering, two courses in Electrical and Computer Engineering, including Embedded Systems, and one course in Statics and one course in Controls. This leaves three elective engineering courses that must come from a list of approved courses. One of those must address advanced system concepts and the other two often include introduction to programming, advanced design, or industrial robotics. For students skipping the introductory course, several advanced courses in the three sponsoring departments have been crosslisted with RBE and new upper- and graduate-level RBE courses are being offered, allowing students to take one of those to satisfy the requirement for a minimum of five RBE courses. Like all majors at WPI (see Chapter 8), the program culminates in a capstone design experience wherein students synthesize their accumulated knowledge in a major project. The students must also fulfill the WPI general educational requirements, which consist of 6 courses in the humanities, 2 in social sciences, 12 courses in mathematics and sciences (1 year as required by ABET), and a 3 course equivalent junior project. The mathematics and sciences sequence must include Differential and Integral Calculus, Differential Equations, Discrete Mathematics, and Probability and at least two physics courses. In a new industry, there are enormous opportunities for new ideas and new products. To encourage students to become enterprising engineers (see Chapter 1; [40]), we require a course in Entrepreneurship. Although
10 188 A NEW DISCIPLINE FOR A NEW CENTURY: ROBOTICS ENGINEERING one course certainly is not sufficient for those who intend to form their own businesses, we strongly believe that engineers need to think outside the cubicle and must understand the business contexts within which they operate. This is important not only for entrepreneurs who deal with venture capitalists, lawyers, and other financial and marketing resources to start up new companies but also for intrapreneurs who generate new business ideas and plans to present to senior management within their existing companies. Thus, this course could include identifying ideas for new businesses, feasibility analysis, evaluation for appropriateness, and business plan development. Industry has reacted with great enthusiasm to the entrepreneurship component. Robotics has always inspired fear as well as awe. While we certainly have not faced the issues confronted by Asimov s Dr. Calvin [41], it is clear that massive autonomy will change our live in possibly more profound ways than electricity and the Internet and raise profound and possibly disturbing questions. The massive deployment of robots on the battlefield, for examples, raises questions ranging from how we relegate the decision to take a life to a machine to how notions of courage and bravery change as robots fight our battles [42]. Industrial robots have already changed manufacturing but a significant drop in cost and increase in capabilities might lead to an even more dramatic change in the cost of stuff. In any case, the robotics engineer must be aware of such concerns and sensitive to the need to integrate societal concerns into his or her designs. Thus, we explicitly require all students to take a course addressing the impact of technology on society.
The M.S. Degree in Robotics Engineering
The M.S. Degree in Robotics Engineering A multidisciplinary degree spanning Computer Science, Electrical and Computer Engineering, and Mechanical Engineering Robotics B.S. in Robotics Engineering Approved
More informationElectrical and Computer Engineering Undergraduate Advising Manual
Electrical and Computer Engineering Undergraduate Advising Manual Department of Engineering University of Massachusetts Boston Revised: October 5, 2015 Table of Contents 1. Introduction... 3 2. Mission
More informationErik Jonsson School of Engineering and Computer Science Interdisciplinary Programs
Erik Jonsson School of Engineering and Computer Science Interdisciplinary Programs Software Engineering (B.S.S.E.) Goals of the Software Engineering Program The focus of the Software Engineering degree
More informationSYSTEMS, CONTROL AND MECHATRONICS
2015 Master s programme SYSTEMS, CONTROL AND MECHATRONICS INTRODUCTION Technical, be they small consumer or medical devices or large production processes, increasingly employ electronics and computers
More informationSoftware Engineering
Undergraduate Program Guide Bachelor of Science in Software Engineering 2014-2015 DEPARTMENT OF COMPUTER SCIENCE and ENGINEERING The University of Texas at Arlington 500 UTA Blvd. Engineering Research
More informationDoctor of Philosophy in Systems Engineering
Doctor of Philosophy in Systems Engineering Coordinator Michael P. Polis Program description The Doctor of Philosophy in systems engineering degree program is designed for students who plan careers in
More informationSECOND YEAR. Major Subject 3 Thesis (EE 300) 3 Thesis (EE 300) 3 TOTAL 3 TOTAL 6. MASTER OF ENGINEERING IN ELECTRICAL ENGINEERING (MEng EE) FIRST YEAR
MASTER OF SCIENCE IN ELECTRICAL ENGINEERING (MS EE) FIRST YEAR Elective 3 Elective 3 Elective 3 Seminar Course (EE 296) 1 TOTAL 12 TOTAL 10 SECOND YEAR Major Subject 3 Thesis (EE 300) 3 Thesis (EE 300)
More informationHANDBOOK FOR THE APPLIED AND COMPUTATIONAL MATHEMATICS OPTION. Department of Mathematics Virginia Polytechnic Institute & State University
HANDBOOK FOR THE APPLIED AND COMPUTATIONAL MATHEMATICS OPTION Department of Mathematics Virginia Polytechnic Institute & State University Revised June 2013 2 THE APPLIED AND COMPUTATIONAL MATHEMATICS OPTION
More informationA Design Paradigm in Undergraduate Electrical Engineering Curriculum
A Design Paradigm in Undergraduate Electrical Engineering Curriculum Habib Rahman Saint Louis University Department of Electrical and Computer Engineering McDonnell Douglas Hall, 3450 Lindell Boulevard
More informationHow To Teach Engineering Science And Mechanics
Int. J. Engng Ed. Vol. 16, No. 5, pp. 436±440, 2000 0949-149X/91 $3.00+0.00 Printed in Great Britain. # 2000 TEMPUS Publications. Recent Curriculum Changes in Engineering Science and Mechanics at Virginia
More informationErik Jonsson School of Engineering and Computer Science
Erik Jonsson School of Engineering and Computer Science Bachelor of Science in Computer Science (B.S.C.S.) Goals for the Computer Science Program The undergraduate Computer Science program is committed
More informationDIVISION OF SCIENCES AND ENGINEERING
2011-2012 ACADEMIC CATALOG DIVISION OF SCIENCES AND ENGINEERING DIVISION HEAD: DR. SHEREEF ABU AL-MAATI 135 AMERICAN UNIVERSITY of KUWAIT MAJOR DEGREE PROGRAMS The Division of Sciences and Engineering
More informationCourse Selection Guide For Mechanical Engineering Majors
2013-2014 Course Selection Guide For Mechanical Engineering Majors University of Connecticut Department of Mechanical Engineering School of Engineering Table of Contents Table of Contents Introduction
More informationThe Emerging Trends in Electrical and Computer Engineering
18-200 Fall 2006 The Emerging Trends in Electrical and Computer Engineering Hosting instructor: Prof. Jimmy Zhu; Time: Thursdays 3:30-4:20pm; Location: DH 2210 Date Lecturer Lecture Contents L01 08/31
More informationComputer Engineering
Undergraduate Program Guide Bachelor of Science in Computer Engineering 2014-2015 DEPARTMENT OF COMPUTER SCIENCE and ENGINEERING The University of Texas at Arlington 500 UTA Blvd. Engineering Research
More informationDepartment of Mathematics
Department of Mathematics 220 Yost Hall http://www.case.edu/artsci/math Daniela Calvetti, Department Chair daniela.calvetti@case.edu The Department of Mathematics at Case Western Reserve University is
More informationConcept Paper. I. Proposal for a B.S. in Human-Centered Computing (HCC)
Concept Paper I. Proposal for a B.S. in Human-Centered Computing (HCC) Submitted by a cross-college team from the Golisano College of Computing and Information Sciences (GCCIS / IST), the College of Imaging
More information2. EXPLAIN CHANGE TO DEGREE PROGRAM AND GIVE A DETAILED RATIONALE FOR EACH INDIVIDUAL CHANGE:
PROPOSED CHANGES TO THE BACHELOR OF SCIENCE IN ELECTRICAL AND COMPUTER ENGINEERING DEGREE PROGRAM IN THE COCKRELL SCHOOL OF ENGINEERING CHAPTER IN THE UNDERGRADUATE CATALOG 2016-2018 or LAW SCHOOL CATALOG
More informationUndergraduate Program Guide. Bachelor of Science. Computer Science 2015-2016. DEPARTMENT OF COMPUTER SCIENCE and ENGINEERING
Undergraduate Program Guide Bachelor of Science in Computer Science 2015-2016 DEPARTMENT OF COMPUTER SCIENCE and ENGINEERING The University of Texas at Arlington 500 UTA Blvd. Engineering Research Building,
More informationUndergraduate Degree Map for Completion in Four Years
Page 1 of 7 Undergraduate Degree Map for Completion in Four Years College: College of Science, Engineering & Technology Department: Elec. & Computer Engineering Name of Program: COMPUTER ENGINEERING Degree
More informationElectrical and Computer Engineering
Electrical and Computer Engineering Roobik Gharabagi, Ph.D., Chair (gharabr@slu.edu) Faculty: Will Ebel, Ph.D. (ebelwj@slu.edu) Armineh Khalili, M.S.E.E. (khalilia@slu.edu) Huliyar S. Mallikarjuna, Ph.D.
More informationDepartment of Electrical and Computer Engineering
Department of Electrical and Computer Engineering Brian K. Johnson, Dept. Chair (214 Buchanan Engr. Lab. 83844-1023; phone 208/885-6554; www.ece.uidaho.edu). Faculty: Touraj Assefi, David H. Atkinson,
More informationOnline Computer Science Degree Programs. Bachelor s and Associate s Degree Programs for Computer Science
Online Computer Science Degree Programs EDIT Online computer science degree programs are typically offered as blended programs, due to the internship requirements for this field. Blended programs will
More informationCurricular Vision. I. Introduction:
Curricular Vision The Olin College Curricular Vision, which served as a guide for curricular development at Olin College, was written in the fall of 2001by David V. Kerns, who was provost of the college
More informationUndergraduate Academic Advising Resources Electrical and Computer Engineering
Undergraduate Academic Advising Resources Electrical and Computer Engineering Table of Contents: Introduction. 2 Overview of Program Components.. 3 Freshman Year. 5 Sophomore Year. 7 Junior Year 9 Senior
More informationTHE ROLLINS COLLEGE PRE-ENGINEERING PROGRAM
THE ROLLINS COLLEGE PRE-ENGINEERING PROGRAM A GUIDE FOR STUDENTS AND ADVISORS 2014-2015 COOPERATIVE AGREEMENTS WITH AUBURN UNIVERSITY COLUMBIA UNIVERSITY WASHINGTON UNIVERSITY IN ST. LOUIS Christopher
More informationUniversity of Wisconsin-Milwaukee College of Engineering & Applied Science
University of Wisconsin-Milwaukee College of Engineering & Applied Science Request for Authorization to Implement a Bachelor of Science in Biomedical Engineering A. ABSTRACT: The proposed Bachelor of Science
More informationCRITERIA FOR ACCREDITING ENGINEERING TECHNOLOGY PROGRAMS
CRITERIA FOR ACCREDITING ENGINEERING TECHNOLOGY PROGRAMS Effective for Reviews During the 2013-2014 Accreditation Cycle Incorporates all changes approved by the ABET Board of Directors as of October 27,
More informationCOMPUTER SCIENCE AND ENGINEERING
The University of Connecticut School of Engineering COMPUTER SCIENCE AND ENGINEERING GUIDE TO COURSE SELECTION AY 2013-2014 Revised May 23, 2013 for Computer Science and Engineering (CSE) Majors in the
More informationAccelerated Bachelor of Science/Master of Science in Computer Science. Dual Degree Program
Accelerated Bachelor of Science/Master of Science in Computer Science 1 Dual Degree Program Definitions The discussion below uses the following definitions: o BS/MS program: The complete accelerated Bachelor
More informationCRITERIA FOR ACCREDITING ENGINEERING TECHNOLOGY PROGRAMS
CRITERIA FOR ACCREDITING ENGINEERING TECHNOLOGY PROGRAMS Effective for Evaluations During the 2011-2012 Accreditation Cycle Incorporates all changes approved by the ABET Board of Directors as of October
More informationPoznan University of Technology Faculty of Electrical Engineering
Poznan University of Technology Faculty of Electrical Engineering Contact Person: Pawel Kolwicz Vice-Dean Faculty of Electrical Engineering pawel.kolwicz@put.poznan.pl List of Modules Academic Year: 2015/16
More informationSUBJECT-SPECIFIC CRITERIA
SUBJECT-SPECIFIC CRITERIA Relating to the accreditation of Bachelor s and Master s degree programmes in electrical engineering and information technology (09 December 2011) The following specifications
More informationBachelor of Science in Computer Engineering (BSCoE) Essential Ideas
Mission Statement Bachelor of Science in Computer Engineering (BSCoE) Essential Ideas The mission statement for the Computer Engineering program as modified and adopted by the engineering faculty on July
More informationMaster of Science in Electrical and Computer Engineering
Master of Science in Electrical and Computer Engineering Administered by: Department of Electrical and Computer Engineering Program Description The Master of Science in electrical and computer engineering
More informationThe University of Connecticut. School of Engineering COMPUTER SCIENCE GUIDE TO COURSE SELECTION AY 2013-2014. Revised May 23, 2013.
The University of Connecticut School of Engineering COMPUTER SCIENCE GUIDE TO COURSE SELECTION AY 2013-2014 Revised May 23, 2013 for Computer Science (CSci) Majors in the School of Engineering Table of
More informationGraduate Student Handbook Supplement Department of Computer Science Tufts University Fall 2015
Graduate Student Handbook Supplement Department of Computer Science Tufts University Fall 2015 Details Last Updated: July 13, 2015. If you need any further clarifications please contact the Director of
More informationElectrical and Computer Engineering (ECE)
Department of Electrical and Computer Engineering Contact Information College of Engineering and Applied Sciences B-236 Parkview Campus 1903 West Michigan, Kalamazoo, MI 49008 Phone: 269 276 3150 Fax:
More informationPh.D. in Bioinformatics and Computational Biology Degree Requirements
Ph.D. in Bioinformatics and Computational Biology Degree Requirements Credits Students pursuing the doctoral degree in BCB must complete a minimum of 90 credits of relevant work beyond the bachelor s degree;
More informationAC 2010-1485: DEVELOPMENT AND IMPLEMENTATION OF A MASTERS PROGRAM IN COMPUTER INFORMATION TECHNOLOGY
AC 2010-1485: DEVELOPMENT AND IMPLEMENTATION OF A MASTERS PROGRAM IN COMPUTER INFORMATION TECHNOLOGY Hetal Jasani, Northern Kentucky University Hetal Jasani is an assistant professor in the Department
More informationAcademic Programs Published on Olin College (http://www.olin.edu)
At many schools, degree programs are highly specialized. Students take many classes in their major, but few classes in other fields. At Olin, it s not just about what students know, but what they do with
More informationEngineering Technology
http://continuinged.uml.edu Engineering Technology Part-Time Degrees in Mechanical Engineering Technology & Electronic Engineering Technology UMass Lowell s Engineering Technology B.S. degree programs
More information1) Chemical Engg. PEOs & POs Programme Educational Objectives
1) Chemical Engg. PEOs & POs Programme Educational Objectives The Programme has the following educational objectives: To prepare students for successful practice in diverse fields of chemical engineering
More informationSarah A. Rajala Ernest W. & Mary Ann Deavenport, Jr. Chair and Dean Bagley College of Engineering Mississippi State University Mississippi State, MS
Sarah A. Rajala Ernest W. & Mary Ann Deavenport, Jr. Chair and Dean Bagley College of Engineering Mississippi State University Mississippi State, MS 39762 USA November 8, 2012 Background: North Carolina
More informationAerospace Engineering
West Virginia University 1 Aerospace Engineering Aerospace Engineering Aerospace travel, space exploration, and flight of manned or unmanned vehicles continue to gain significance. Aerospace engineering
More informationMASTER OF SCIENCE IN APPLIED PHYSICS AND COMPUTER SCIENCE FIVE-YEAR PROGRAM
M.S. - APCS FIVE-YEAR PROGRAM 2016-2017 MASTER OF SCIENCE IN APPLIED PHYSICS AND COMPUTER SCIENCE FIVE-YEAR PROGRAM This five-year program leads to both a Bachelor of Science degree and a Master of Science
More informationDraft dpt for MEng Electronics and Computer Science
Draft dpt for MEng Electronics and Computer Science Year 1 INFR08012 Informatics 1 - Computation and Logic INFR08013 Informatics 1 - Functional Programming INFR08014 Informatics 1 - Object- Oriented Programming
More informationDoctor of Philosophy in Informatics
Doctor of Philosophy in Informatics 2014 Handbook Indiana University established the School of Informatics and Computing as a place where innovative multidisciplinary programs could thrive, a program where
More informationCRITERIA FOR ACCREDITING ENGINEERING TECHNOLOGY PROGRAMS
CRITERIA FOR ACCREDITING ENGINEERING TECHNOLOGY PROGRAMS Effective for Reviews During the 2015-2016 Accreditation Cycle Incorporates all changes approved by the ABET Board of Directors as of November 1,
More informationUndergraduate Degree Map for Completion in Four Years
Page 1 of 8 Undergraduate Degree Map for Completion in Four Years College: College of Science, Engineering & Technology Department: Elec. & Computer Engineering Name of Program: ELECTRICAL ENGINEERING
More informationUNDERGRADUATE DEGREE PROGRAMME IN INDUSTRIAL ELECTRONICS AND AUTOMATION ENGINEERING SCHOOL OF INDUSTRIAL ENGINEERING. ALBACETE
UNDERGRADUATE DEGREE PROGRAMME IN INDUSTRIAL ELECTRONICS AND AUTOMATION ENGINEERING SCHOOL OF INDUSTRIAL ENGINEERING. ALBACETE HIGHER TECHNICAL SCHOOL OF INDUSTRIAL ENGINEERING. CIUDAD REAL SCHOOL OF TECHNICAL
More informationHow To Get A Computer Science Degree
MAJOR: DEGREE: COMPUTER SCIENCE MASTER OF SCIENCE (M.S.) CONCENTRATIONS: HIGH-PERFORMANCE COMPUTING & BIOINFORMATICS CYBER-SECURITY & NETWORKING The Department of Computer Science offers a Master of Science
More informationDISTANCE DEGREE PROGRAM CURRICULUM NOTE:
Bachelor of Science in Electrical Engineering DISTANCE DEGREE PROGRAM CURRICULUM NOTE: Some Courses May Not Be Offered At A Distance Every Semester. Chem 121C General Chemistry I 3 Credits Online Fall
More informationAssessment Processes. Department of Electrical and Computer Engineering. Fall 2014
Assessment Processes Department of Electrical and Computer Engineering Fall 2014 Introduction The assessment process in the Electrical and Computer Engineering (ECE) Department at Utah State University
More informationProject Title: General Education Immersion Concentration in Mobile Computing for Non-Computing Majors: The First Course
Project Title: General Education Immersion Concentration in Mobile Computing for Non-Computing Majors: The First Course Applicant(s): Name Minseok Kwon Telephone 475-4524 College/Dept. GCCIS/Computer Science
More informationABET TAC CIP Report for the Academic Year 20010 2011. Mechanical Engineering Technology (MET) Program
ABET TAC CIP Report for the Academic Year 20010 2011 Mechanical Engineering Technology (MET) Program I. Introduction This document reports the findings and proposed changes resulting from analysis of data
More informationSCHOOL OF INFORMATION TECHNOLOGY. Graduate Diploma in Information Technology (Level 7) 1 Semester Bachelor of Information Technology 3 Years
SCHOOL OF INFORMATION TECHNOLOGY 8 National Certificate in Computing (Level 3) 1 Semester Diploma in Information and Communications (Level 5) 1 Year Diploma in Information and Communications (Level 6)
More informationDepartment of Computer Science
82 Advanced Biochemistry Lab II. (2-8) The second of two laboratory courses providing instruction in the modern techniques of biochemistry. Experiments are performed on the isolation, manipulation and
More informationCOMPUTER SCIENCE. FACULTY: Jennifer Bowen, Chair Denise Byrnes, Associate Chair Sofia Visa
FACULTY: Jennifer Bowen, Chair Denise Byrnes, Associate Chair Sofia Visa COMPUTER SCIENCE Computer Science is the study of computer programs, abstract models of computers, and applications of computing.
More informationMASTER OF SCIENCE (MSc) IN ENGINEERING (INNO- VATION AND BUSINESS)
Chapter 9 The programme specific part of the curriculum for: MASTER OF SCIENCE (MSc) IN ENGINEERING (INNO- VATION AND BUSINESS) Study Start: September 2011, Version 1.1 The curriculum is divided into general
More informationINTERNAL REGULATIONS FOR THE BACHELOR OF SCIENCE DEGREE IN MECHATRONICS AND ROBOTICS ENGINEERING
Czech Technical University in Prague Faculty of Engineering Assiut University INTERNAL REGULATIONS FOR THE BACHELOR OF SCIENCE DEGREE IN MECHATRONICS AND ROBOTICS ENGINEERING Assiut University awards at
More informationUnit 1: INTRODUCTION TO ADVANCED ROBOTIC DESIGN & ENGINEERING
Unit 1: INTRODUCTION TO ADVANCED ROBOTIC DESIGN & ENGINEERING Technological Literacy Review of Robotics I Topics and understand and be able to implement the "design 8.1, 8.2 Technology Through the Ages
More informationAC 2007-2230: DEVELOPING STUDENT DESIGN AND PROFESSIONAL SKILLS IN AN UNDERGRADUATE BIOMEDICAL ENGINEERING CURRICULUM
AC 2007-2230: DEVELOPING STUDENT DESIGN AND PROFESSIONAL SKILLS IN AN UNDERGRADUATE BIOMEDICAL ENGINEERING CURRICULUM Donna Ebenstein, Bucknell University Joseph Tranquillo, Bucknell University Daniel
More informationELECTRICAL ENGINEERING
The University of Connecticut School of Engineering ELECTRICAL ENGINEERING GUIDE TO COURSE SELECTION AY 2013-2014 Revised January 31, 2014 for Electrical Engineering (EE) Majors in The School of Engineering
More informationCOMPUTER SCIENCE. Learning Outcomes (Graduate) Graduate Programs in Computer Science. Mission of the Undergraduate Program in Computer Science
Stanford University 1 COMPUTER SCIENCE Courses offered by the Department of Computer Science are listed under the subject code CS on the Stanford Bulletin's ExploreCourses web site. The Department of Computer
More information1. Professional employment in areas such as the medical device industry, engineering consulting, and biotechnology;
Class Years 2017 and Beyond Undergraduate Program The objectives of the undergraduate program in biomedical engineering are as follows: 1. Professional employment in areas such as the medical device industry,
More informationNotes on Modifying an EET Associate Degree Curriculum to Improve Graduate Placement
Session 1448 Notes on Modifying an EET Associate Degree Curriculum to Improve Graduate Placement James Stewart, William Lin DeVry College of Technology North Brunswick, New Jersey / Purdue School of Engineering
More informationCriteria for Accrediting Computer Science Programs Effective for Evaluations during the 2004-2005 Accreditation Cycle
Criteria for Accrediting Computer Science Programs Effective for Evaluations during the 2004-2005 Accreditation Cycle I. Objectives and Assessments The program has documented, measurable objectives, including
More informationInt. J. Engng Ed. Vol. 19, No. 4, pp. 519±524, 2003 0949-149X/91 $3.00+0.00
Int. J. Engng Ed. Vol. 19, No. 4, pp. 519±524, 2003 0949-149X/91 $3.00+0.00 Printed in Great Britain. # 2003 TEMPUS Publications. Evolution of Mechatronics into a Graduate Degree Program in the United
More informationMEng Aeronautical Engineering (H401)
Programme Specification (Undergraduate) MEng Aeronautical Engineering (H401) This document provides a definitive record of the main features of the programme and the learning outcomes that a typical student
More informationMechanical Engineering
Engineering-1 Mechanical Engineering Faculty: Paliwal, Chair, Chang, Facas, Grega, Sepahpour, Shih, Wang, Yan The Department of Mechanical Engineering offers an academic program leading to a Bachelor of
More informationComputer Science Program - LSA
Computer Science Program - LSA Fall 2012 Summer 2015 Guide This guide applies to students who enter the College of LSA during or after Fall 2012. Thank you for your interest in the UM Computer Science
More informationFaculty of Engineering, the Built Environment and Information Technology Technology for tomorrow
Faculty of Engineering, the Built Environment and Information Technology If you want to be at the forefront of what s happening in engineering, construction or IT, then stick around because NMMU is where
More informationComputer Science/Software Engineering
292 School of Science and Engineering Computer Science/Software Engineering Everald E. Mills, PhD, Chair Objectives The computer science program seeks to prepare students for careers that require sophisticated
More informationPROPOSED CHANGES TO THE ELECTRICAL ENGINEERING DEGREE PROGRAM IN THE COLLEGE OF ENGINEERING SECTION IN THE UNDERGRADUATE CATALOG 2014-2016
PROPOSED CHANGES TO THE ELECTRICAL ENGINEERING DEGREE PROGRAM IN THE COLLEGE OF ENGINEERING SECTION IN THE UNDERGRADUATE CATALOG 2014-2016 Type of Change Academic Change 1. IF THE ANSWER TO ANY OF THE
More informationMaster of Science in Systems Engineering
Master of Science in Systems Engineering Department of Electrical and Computer Engineering The Master of Science program in systems engineering is designed to prepare students for significant engineering-related
More informationCriteria for Accrediting Engineering Programs Effective for Evaluations during the 2011-2012 Accreditation Cycle
Criteria for Accrediting Engineering Programs Effective for Evaluations during the 2011-2012 Accreditation Cycle Definitions While ABET recognizes and supports the prerogative of institutions to adopt
More informationENTREPRENEURSHIP Entrepreneurship Major
ENTREPRENEURSHIP Entrepreneurship Major Coordinator: Dr. Anne Heineman Batory Total minimum number of credits required for a major in Entrepreneurship leading to the Bachelor of Business Administration
More informationELECTRICAL ENGINEERING GRADUATE STUDENT HANDBOOK
ELECTRICAL ENGINEERING GRADUATE STUDENT HANDBOOK Master of Science Doctor of Philosophy Department of Electrical and Computer Engineering College of Engineering North Carolina A&T State University McNair
More information2013 International Symposium on Green Manufacturing and Applications Honolulu, Hawaii
Green Robotics, Automation, and Machine Intelligence; a new Engineering Course in Sustainable Design Joseph T. Wunderlich, PhD College, PA, USA 2013 International Symposium on Green Manufacturing and Applications
More informationComputational Science and Informatics (Data Science) Programs at GMU
Computational Science and Informatics (Data Science) Programs at GMU Kirk Borne George Mason University School of Physics, Astronomy, & Computational Sciences http://spacs.gmu.edu/ Outline Graduate Program
More informationPlan of Study for Acoustical Engineering Concentration in Multidisciplinary Engineering. 120 credits. ABET accredited (BSE).
Plan of Study for Acoustical Engineering Concentration in Multidisciplinary Engineering. 120 credits. ABET accredited (BSE). Credits First year Engineering Program: If the common first year program in
More informationEngineering Disciplines
Engineering Overview The Field - Engineering Disciplines - Preparation - Accreditation - Day in the Life - Earnings - Employment - Career Path Forecast - Professional Organizations The Field Engineers
More informationThe energy and sustainability concentration emphasizes the mechanical aspects of energy conversion and management.
Elective Concentrations The program in Mechanical Engineering is designed to appeal to students with a wide variety of interests and professional goals. By an appropriate choice of elective courses, students
More informationBachelor Degree in Informatics Engineering Master courses
Bachelor Degree in Informatics Engineering Master courses Donostia School of Informatics The University of the Basque Country, UPV/EHU For more information: Universidad del País Vasco / Euskal Herriko
More informationDoctor of Philosophy in Computer Science
Doctor of Philosophy in Computer Science Background/Rationale The program aims to develop computer scientists who are armed with methods, tools and techniques from both theoretical and systems aspects
More informationVolume 13, Number 1, 2011 WIETE 2011. Global Journal of Engineering Education
Volume 13, Number 1, 2011 WIETE 2011 Global Journal of Engineering Education Comparison of mechanical engineering curricula containing internships between California State University Northridge and Ming
More informationCREATING ON-LINE MATERIALS FOR COMPUTER ENGINEERING COURSES
1 CREATING ON-LINE MATERIALS FOR COMPUTER ENGINEERING COURSES Abstract Suxia Cui 1, and Yonghui Wang 2 1 Electrical and Computer Engineering Department 2 Engieering Technology Department Prairie View A&M
More informationDepartment of Electrical and Computer Engineering Naval Postgraduate School Monterey, California
Department of Electrical and Computer Engineering Naval Postgraduate School Monterey, California Undergraduate Education Evaluation Form The Department of Electrical and Computer Engineering at the Naval
More informationCOURSE CATALOG. BS Networking and System Administration
COURSE CATALOG BS Networking and System Administration Program Overview Networking, the technology of interconnecting computing devices so information can flow between them, includes the design, deployment,
More informationMulti-core Curriculum Development at Georgia Tech: Experience and Future Steps
Multi-core Curriculum Development at Georgia Tech: Experience and Future Steps Ada Gavrilovska, Hsien-Hsin-Lee, Karsten Schwan, Sudha Yalamanchili, Matt Wolf CERCS Georgia Institute of Technology Background
More informationA proposal for: Accelerated Pathway to the School of Medicine from High School via a Two Year Undergraduate Program in the Faculty of Arts and Science
A proposal for: Accelerated Pathway to the School of Medicine from High School via a Two Year Undergraduate Program in the Faculty of Arts and Science 1 Preamble The standard model for admission to Medical
More informationDegree Regulations for the Master's Degree "Automation and Robotics" in the Faculty of Electrical Engineering and Information Technology of
Degree Regulations for the Master's Degree "Automation and Robotics" in the Faculty of Electrical Engineering and Information Technology of The University of Dortmund has issued the following Degree Regulations
More informationCollege of Arts and Sciences http://www.slu.edu/x12557.xml
College of Arts and Sciences http://www.slu.edu/x12557.xml Michael D. Barber, S.J. Interim Dean Reinhard G. Andress, Ph.D. Associate Dean for Graduate Education Stephen J. Dina, Ph.D. Associate Dean for
More informationCombined BS/MS Degree Program in the Department of Electrical Engineering at Wright State University
Combined BS/MS Degree Program in the Department of Electrical Engineering at Wright State University Approved by: Dept Graduate Studies Committee January 20, 2011 Approved by: EE Dept Faculty February
More informationSUBJECT-SPECIFIC CRITERIA
SUBJECT-SPECIFIC CRITERIA Relating to the accreditation of Bachelor s and Master s degree programmes in the field of mathematics (09 December 2011) The following specifications complement the ASIIN General
More informationto encourage, support, monitor, publicize, raise funds for, and administer current and future initiatives in pre-college education;
CIPCE Center for Initiatives in Pre-College Education Rensselaer Polytechnic Institute Lester Rubenfeld, Director (518) 276-6906; (email) cipce@rpi.edu; (FAX) 276-2113 110 8th Street, CII 9217, Troy, NY
More informationSTUDENT HANDBOOK WKU/UK JOINT BACHELOR OF SCIENCE PROGRAM IN MECHANICAL ENGINEERING AUGUST 2010
STUDENT HANDBOOK WKU/UK JOINT BACHELOR OF SCIENCE PROGRAM IN MECHANICAL ENGINEERING DEPARTMENT OF ENGINEERING WESTERN KENTUCKY UNIVERSITY EBS 2101 BOWLING GREEN, KY 42101 WWW.WKU.EDU/ENGINEERING AUGUST
More informationMaster of Science (Electrical Engineering) MS(EE)
Master of Science (Electrical Engineering) MS(EE) 1. Mission Statement: The mission of the Electrical Engineering Department is to provide quality education to prepare students who will play a significant
More informationAn Accelerated Introductory Computer Science Course Sequence for Non-Traditional Master s Students
An Accelerated Introductory Computer Science Course Sequence for Non-Traditional Master s Students J. Denbigh Starkey Ray S. Babcock Anne S. DeFrance Computer Science Department Montana State University
More information