questions: 1. What did you learn about data science and civil engineering that was new to you (cite specific relevant sources) 2. Given the 4 ‘realms’ of data science skills in the bulleted list above, discuss those that interest you the most (or least) and those that you feel confident that you can learn (or not) 3. Give an example of a data science related application that you think is relevant to one of the 5 ‘Future World Vision’ scenarios (Mega City, Floating City, Frozen City, Off-Planet City, Rural City) Reminder: your response should be 250 to 500 words.Figure 3. Data Science homework assignmentCreativity and Innovation HomeworkThe goal of this homework was to allow students the freedom to explore topics on the cuttingedge of
simulations for structural health monitoring.Prof. Devin K. Harris, University of Virginia Dr. Harris is a Professor of Civil Engineering within the Department of Engineering Systems at the University of Virginia (UVA). He is also the Director of the Center for Transportation Studies and a member of the Link Lab. Dr. Harris also holdDr. Diana Bairaktarova, Virginia Polytechnic Institute and State University Dr. Diana Bairaktarova is an Assistant Professor in the Department of Engineering Education at Virginia Tech. Through real-world engineering applications, Dr. Bairaktarovaˆa C™s experiential learning research spans from engineering to psychology to learning ©American Society for Engineering
Paper ID #38852Applications of Teams and Stories: Augmenting the Development ofEntrepreneurial Mindset in EngineersDr. Ellen Zerbe, Georgia Institute of TechnologyDr. Adjo A. Amekudzi-Kennedy, Georgia Institute of Technology Professor Adjo Amekudzi-Kennedyˆa C™s research, teaching and professional activities focus on civil infrastructure decision making to promote sustainable development. She studies complex real-world sys- tems and develops infrastructure decision support systemDr. Kevin Haas, Georgia Institute of Technology Associate Chair of Undergraduate Programs, School of Civil and Environmental EngineeringDr. Robert
• Climate change Public Policy case study • Applying public Application policy to real world engineering issues Figure 1- Overview of Concepts Revisited to Prepare for Public Policy Discussion Public Policy Course Application After the topics of leadership, sustainability, and ethics are
abstract concepts to real-world applications can be highly effective, asdemonstrated by illustrating how a building deforms under the influence of forces to helpstudents understand how linear equations are employed in real-world structural design. Thismethod encourages students to learn through practical, tangible examples of forces anddisplacements rather than abstract variables (x and y), enabling them to apply these concepts toother areas. It is important to ground abstract concepts in real-world applications. Studentsappreciate the practical aspects and the links to real-world examples.The objective when designing the geotechnical engineering course was to enhance studentlearning through real-world case histories. Traditionally, real-world
to create an applic-ation that is able to perform complex circuit designs to a levelwhere designing and testing, for real-world engineering applic-ations, can be done in VR and the all the user would need to dois build it, using the test data, in real-life. This will rid of theneed to buy and test different types of equipment and compon-ents as well as reduce the cost of learning and testing drasticallyfor educational institutions and for individuals.In addition, the VG Sandbox has provided users with an access-ible solution to learning about complex surface terrain modelanalysis problems. Due to its 3D presentation and intuitive userinterface, problems that would otherwise be very difficult tovisualize in a classroom environment are now
, methodsand applications of GIS. It also teaches the students basics of tools and techniques for operating software. A couple of freshmen endup with internship opportunities because of this course. The students use GIS for their freshman design project and during their senioryear during their capstone design projects, specifically for generating project site maps. In addition, the GIS skillset can be helpful tothe freshmen in several of their upper-level courses such as water resources, soil mechanics, environmental engineering, geology etc.This is because the GIS database has a huge repository of real-world data such as demographics, environment, geology, hydrology,government, and infrastructures throughout the world.Historically, this course has
success.In the proposed approach, students engage in projects that not only address real-world problemsor challenges but also contribute to serving the needs of a community or organization - when adeliverable is created and shared with the community. These projects typically involveidentifying community needs (Step 2), designing and implementing solutions (Step 1), collectingand processing data (Steps 3 and 4), and reflecting on the impact of their work on both learningoutcomes and community well-being (Step 5).The set of sensors used in the proposed approach can be seen in Figure 2, where the cameras areshown in detail (Figure 2.a), and also the system assembled on top of a vehicle is presented(Figure 2.b). It used five GoPro cameras (three
a materials cost estimate,and create a web application to manage an asset inventory of the development’s storm andsanitary utilities. The first two offerings of this course have used two different ICP sites, bothactual development projects designed by a local engineering firm and subsequently built. Allprojects in this class use real data, with students prompted to solve a problem, analyze a data set,or design a solution from the perspective of the engineer. Thus, the integrated projects link GIStools and skills to real engineering context, an approach that has proven valuable to studentlearning. Two semesters of assessment data based on anonymous post-course surveys haveshown that students overwhelmingly appreciate the project-based
education with thechanging demands of the industry and societal values. Project-based learning has the potential toeffectively equip students with the essential skills and mindset required for success in thedynamic field of civil engineering, while also adequately preparing them to tackle real-worldissues.The Civil and Environmental Engineering Department at Rowan University adopted project-based learning within their surveying course. The curriculum is structured into two distinctphases. During the initial phase, students are introduced to the fundamental principles ofsurveying, while the subsequent part focuses on the actual implementation of these principles inlaboratory settings and real-world projects. By engaging in practical application
. ©American Society for Engineering Education, 2023 Impact of Project Based Assignments on Students’ Learning Experience in Inclusive CoursesAbstractProject-based assignments help students enhance their learning experience and promote theapplication of engineering concepts to solve real-world problems. This paper discusses theimplementation of three different project-based assignments in three different upper-levelundergraduate civil engineering courses at the University of Connecticut. All these three courses,viz., Mechanics of Materials, Soil Mechanics, and Principles of Construction-I had largeenrollments (n >75). These courses were offered as a part of the inclusive approach taken by theCivil and Environmental
comprehend reasoningcan be useful in their daily lives. However, students' perceptions revealed that only 29% ofstudents enjoyed solving problems with R. One of the causes is that students struggle with basicprogramming skills and spend a lot of time learning and using basic syntaxes. Also, more workcould be placed into demonstrating the value and relevance of the DSESA course in solvingengineering-related problems. The prerequisite courses and the student's prior knowledge havenot been extensively looked at in this study. This warrants further study to investigate studentprior knowledge and how the prerequisite courses help build fundamental coding skills, thesynergies within senior courses and its applicability to real-world problems, and how
compliance with the Accreditation Board for Engineering and161 Technology standards (3) foster critical thinking by empowering students to question, discover162 and explore the socio-technical systems around them, (4) ensure compliance with the Graduate163 Certificate of Human Rights by discussing fundamental concepts of human rights and how this164 framework could be used to assess the social impact of transportation engineering projects and, (5)165 and, to integrate UConn’s initiative on clean energy and transportation, while also providing166 students with quantitative tools for real-world assessments. To meet the requirements and ensure167 that the course promotes student-centered learning, a framework based on (Finks, 2013
, think-pair-share activities using real-world examples,polling on mechanics concepts, and strength-based projects. Classroom activities were carefullycrafted to align with neuroinclusive teaching practices, aiming to empower every student, withparticular emphasis on supporting those who are neurodivergent. Instructors and the threeteaching assistants provided consistent support during these activities, while students had theopportunity to explore the application of mechanical concepts in topics of personal interestthrough strength-based projects. Having a tenure-track faculty member as one of the instructorsenriched the experience, providing interested students with the opportunity to participate inresearch-focused strength-based projects using
often a disconnect between academia and the real world concerning the development offuture engineers. Faculty and engineering supervisors alike, hope to prepare engineering graduatesby teaching the fundamental mechanics and theorems that underly engineering analysis and howto apply them to create successful designs. Ultimately, in the real world where graduates spendtheir careers, a mentoring model is typically used in which an engineering supervisor will oversee,advise, and correct a new engineering hire to help him/her learn the profession. However, inacademia, high-stakes, high-pressure, individual assessments are often the norm with little to nopath to redemption, leading graduating students confused on exactly how engineers are formed.With
1things, “learn from failure,” “identify health, safety, and environmental issues and deal withthem responsibly,” and “use the human senses to gather information and to make soundengineering judgments in formulating conclusions about real-world problems” [5]. The revisedABET student outcomes further call out the need for engineering judgment as follows: (i) “anability to recognize ethical and professional responsibilities in engineering situations and makeinformed judgments, which must consider the impact of engineering solutions in global,economic, environmental, and societal contexts”; and (ii) “an ability to develop and conductexperimentation, analyze and interpret data, and use engineering judgment to draw appropriateconclusions” [12]. These
,” in Proceedings of the 2021 American Society of Engineering Education (ASEE)Annual Conference, Long Beach, CA. Virtual, June, 2021, pp. 1-15.[4] C. E. Harris Jr., M. Davis, M. S. Pritchard, and M. J. Rabins, “Engineering ethics: What?Why? How? and When?,” Journal of Engineering Education, vol. 85, no. 2, pp. 93-96, 1996.[5] M. C. Loui, “Ethics and the development of professional identities of engineeringstudents,” Journal of Engineering Education, vol. 94, no. 4, pp. 383-390, 2005.[6] P. K. Raju and C. S. Sankar, “Teaching real‐world issues through case studies. Journal ofEngineering Education, vol. 88, no. 4, pp. 501-508, 1999.[7] L. J. Shuman, M. Besterfield‐Sacre, and J. McGourty, “The ABET “professional skills”—Can they be taught? Can
% chance ofequaling or exceeding that level in any given year. Designated BFE zones are shown on FloodInsurance Rate Maps (FIRM) 1. However, detailed flood elevation analyses are not performed inSpecial Flood Hazard Zone A requiring maintaining flood insurance when financing a residence.This paper describes a real-world project that surveying engineering students participated in. Theproject presented a unique opportunity for students to apply their skills to an important segment ofsurveying practice. The project was incorporated into a fall 2023 senior surveying engineeringindependent study one credit course. This project is typical of those that students from time totime are engaged in. The course’s focus was on special topics within geomatics
engineering, but other disciplines including civilengineering were also impacted.In the 1960s, Malcolm Gregory, in [3] and [4], described the lack of “engineering attitude” inengineering education. He reflected on the 19th century apprenticeship model and early 20thcentury practical application training that nurtured an engineering mindset through personalcontact and hands-on learning. Gregory believed past approaches better instilled design intuitionand real-world know-how, developing design proficiency by imitation, learned rules-of-thumb,and learned the practical rules of design and construction.Gregory described a problem with overly theoretical training. He argued the growing emphasison analytical skills came at the expense of teaching
to real engineering problems. They learn aboutforces, structural analysis (calculating internal forces in trusses and frames using the method ofsections and the method of joints [21] to solve for unknown forces), as well as computinggeometric properties such as center of gravity and moments of inertia. In previous years, studentswere required to complete two small computational projects worth 20% of their final grade. Therest of the grade distribution was split among midterms (40%), homework assignments (15%),in-class attendance (5%), and a comprehensive final exam (20%).Discussions with previous cohorts of students supported research that the middle two years weremostly lecture-based, lacking hands-on activities and real-world applications
used to help guide the progression of development of these skills through theDesign Spine. The skill development progress was mapped on to the Design Spine. Forexample, Figure 2 shows this mapping for the technical skills.Figure 2: Progression of development of technical skillsCurrently, the faculty are working at developing materials that can be used by all in all civilengineering courses although the focus is on how to effectively weave these skills through thedesign spine courses.Project based learningAll the Design Spine courses incorporate project-based learning. Project Based Learning (PBL)is a teaching method in which students learn by actively engaging in real-world and personallymeaningful projects. Students work on a project over an
for the Past Seven Years The written feedback portion of the survey showed that the students found the relevanceto real life applications, ability to write to non-engineering clients, organization of report andformatting of figures and tables most valuable of the client-focused report writing. The studentsalso considered writing letters of transmittal would be highly valuable when applying forengineering internships and jobs. Some of the written comments from the students are as follows.“It was helpful to put our lab results into a client focused context, to remind us where we areheaded and why we will be performing lab tests.”“Writing client focused reports to better understand the engineer-client interactions. The
ABET EACStudent Outcome #7 [18]. In a junior-level construction/engineering economics course, studentsparticipated in a service-learning project where they worked with community partners and a real-world project to choose a discrete credit in each of the five Envision credit categories and writememos on its application to the project [18]. In a different study, instructors presented studentteams with the Envision Pre-Assessment Checklist spreadsheet, the Envision Rating SystemGuidance Manual, and copies of case studies that used the rating system [19]. The instructorsconcluded that, in their opinion, the Envision Rating System is “much better as a teaching tooland applicable to a broader range of civil and environmental engineering projects
thinking to real-world situations related to water resources classes in accordance with the following objectives:Examine how students view the inclusion of AI: students consider how AI, such as ChatGPT,can help students. learn about water by developing their analytical and interpretive skillsthrough interactive exercises and discussions. Also, to improve educational process through collaborative discussion and real-worldproblem solving are used to improve understanding and application of fluid concepts [34,35].To Improve learning outcomes such as analytical and thinking skills are enhanced by providingopportunities for students to assess reliability and draw logical conclusions, such as throughresearch projects and case studies [36,37
theprocess of integrating classroom learning with hands-on experiences. Wurdinger and Bedon [15]suggest five teaching approaches for experiential learning including: “hands-on learning, using aproblem-solving process, addressing real-world problems, encouraging student interaction witheach other and the content, engaging in direct experiences, and using multiple subjects toenhance interdisciplinary learning.” One of the most influential experiential learning models wasdeveloped by David Kolb [16,17]. This model suggests that the experiential learning cycleinvolves four stages— • Concrete experience: In this stage, the learner participates in experiences. For example, this may include attending class lectures, going on field trips
) organizes and hosts two popular civilengineering student competitions each year: Concrete Canoe and Steel Bridge. Many collegesand universities that compete in these competitions are voluntary clubs for students ranging fromfreshman to graduate students. Their primary purpose, to win. However, winning is not the onlybenefit of these competitions. By participating, students are exposed to an open-ended,interdisciplinary problem, which requires them to think critically about a problem and formulateinnovative solutions. Moreover, it provides the students an opportunity to apply the technicalknowledge gained during their academic journey such as structural analysis, project planning,design optimization, sustainability, and cost analysis to a real-world
an instructor talk for hours on an engineering topic, especiallywith so many distractions readily available to students on the computer that are simply one clickaway. Even video content that includes well-edited animations and graphics can still be boringwhen presented by the voice of an unseen orator. Students want teacher immediacy.The following video documents the adventures of one civil engineering instructor who has soughtto provide amusing and informative classroom experiences and online educational videos. Thevideo will describe planning the content, delivering the content (including how to develop scriptsand costumes), using real-world examples in the content when possible, and implementing thelessons.As online video content
will be able to understand how equity can be considered in community resilience-basedinfrastructure decision-making. 4) Students will be able to assess the potential impact of differentdecisions on various stakeholders in the community, including marginalized groups. 5) Studentswill be able to collaborate effectively with their peers to make informed and equitable decisionsbased on multiple criteria and perspectives. 6) Students will be able to reflect on their learningexperience and apply the knowledge and skills gained from the game to real-world situations.The concepts stemming from these objectives drive the entire game design and motivate choicefor game structure, components, actions, special roles, and scoring system. Additionally
followed with a survey to benchmark the module’s educational outcomes and togarner feedback for game improvement. While this game is initially developed for engineers, it ismeant to simulate the real-world difficult interdisciplinary nature of decision-making and as suchinput from other professionals, e.g., social scientists, economists, and urban planners, iswarranted. This feedback will be used for game modification to better represent the infrastructuredecision-making process and better support educational outcomes.Ten participants completed the post-game anonymous survey and consisted of seven engineers,one social scientist, and two urban and regional planners. This sample size representsapproximately one-third of participants. Participants
the need toeducate the future of our Service and developed a Coastal Resiliency course. The courseprovides exposure to the science of climate change, its impact on civil engineering infrastructureand on the planning and design of resilient structures. The Coastal Resiliency course also fosterspreparation for real-world practice of engineering by exposing students to the importance of riskand vulnerability assessment within the context of changing climatic conditions. As a sea-goingservice, a majority of the USCG’s assets are along the coastline and CGA is the primaryaccession point for civil engineers who provide mission support. Ensuring future engineers areexposed to the potential challenges that will likely occur due to rising sea level