Master thesis presentation by Charlotte De Geer and Alex Matsson
Title: Personalized Software in Heavy-Duty Vehicles - Exploring the Feasibility of Self Adapting Smart Cruise Control Using Machine Learning
- Date : Starts 1 June 2023, 10:00 Ends 1 June 2023, 11:00
- Location : Lunnerummet 3311 ( Opens in new tab )
- Language : English and Swedish
Opponents: Hanna Bähr and Maria Svensson
Abstract This study aims to explore possible and feasible ways to personalize the existing software within the heavy-duty vehicles at Volvo Group. This will be done using machine learning algorithms, specifically focusing on Long Short-Term Memory (LSTM) neural networks and traditional classification algorithms. The goal is to explore potential approaches for enhancing the software to improve the vehicle's drivability and optimize fuel consumption. The research methodology involved collecting relevant data from the heavy-duty vehicle, including various readings using CAN-bus and map-based data. This data was preprocessed to train and evaluate the LSTM neural network and traditional classification algorithms. The results obtained were not completely satisfactory. The accuracy and predictive performance of the LSTM models fell short of expectations. Data quality, feature representation, and model complexity were factors that contributed to the results. However, the predictions from the LSTM models were adequate. From the training progress, it is possible to see that the model learns and was able to identify some trends. Furthermore, the classification using the traditional and the LSTM classifiers ranged from 93 \% to 99 \% accuracy. These findings highlight the challenges and limitations of employing LSTM neural networks and traditional classification algorithms for software adaptation. Further research is necessary to explore alternative approaches, such as using sufficient and more suitable data for transfer- and deep learning. The insights gained from this study help comprehend machine learning applications in heavy-duty vehicles and suggest future research efforts to enhance software adaptation and thus improve vehicle performance.
Charlotte, Alex and Jonas
- Masterprogramansvarig , Mechanical Engineering, Mechatronics and Automation, Design along with Shipping and Marine Engineering
- [email protected]
- +46 31 772 13 59
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Challenge Lab at Chalmers University of Technology is a challenge-driven innovation and co-creation arena aiming to support the transition towards a more sustainable society.
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In the Master's thesis lab, students from different educational and cultural background meet in theses projects with aims to support system transformation.
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MASTER´S THESIS 2023
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MATERIAL TURN
URBAN CHALLENGES
MATTER SPACE STRUCTURE
DESIGN ACTIVISM BEYOND BORDERS
CRITICAL SPATIAL PERSPECTIVES
SOCIAL ECOLOGICAL URBANISM
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A list of Master thesis project suggestions. The suggestions range from almost complete project proposals to general announcement of research projects that are interested in master thesis projects.
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Master thesis presentations, June 11, 2020
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Master thesis/Degree project. Every programme concludes with a thesis/degree project. This is something that you write at the end of your studies and is for many the way to enter the world of work. During the work with the thesis/degree project, you get the help of an examiner and a supervisor at Chalmers. If you choose to do your thesis/degree ...
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Phone +46-317721000 Mail address Chalmers University of Technology 412 96 Gothenburg E-mail and more contact information Organisation number 556479-5598 Education Our Master's degree programmes
On June 12-13, our 12 master's thesis lab students from 2019 presented their theses to an audience of friends, family and interested stakeholders. Each presentation was followed by a short thesis defence, and a discussion with all people in the room. Watch the presentations below.
Master thesis presentations 1st of June 2020 09.00 - 10.00 Inclusion of logistics in land allocation agreements for city development projects: a case study. Examinator: Studenter: Olle Cederholm & Wilhelm Heiroth Länk till Zoom: Click here to join Zoom Meeting:645-867-44829 10.30 - 12.00 Digitalization within Logistics Management
For students at Chalmers. DATX05 - Master's thesis, 30 hec; ... gives feedback and assesses when a thesis report is ready for presentation. For a thesis work within the department, the academic supervisor will have the same role as the external advisor, that is to follow the work on a daily basis. Ideally, you find your academic supervisor ...
The event has passed. Date: Starts 1 June 2023, 10:00 Ends 1 June 2023, 11:00. Location: Lunnerummet 3311. Language: English and Swedish. Opponents: Hanna Bähr and Maria Svensson. Abstract. This study aims to explore possible and feasible ways to personalize the existing software within the heavy-duty vehicles at Volvo Group.
On June 12-13, our 12 master's thesis lab students from 2019 presented their theses to an audience of friends, family and interested stakeholders. Each presentation was followed by a short thesis defence, and a discussion with all people in the room. Watch the presentations below. Read the theses here:
You have an approved planning report for your master's thesis — signed by examiner. You have attended the mandatory lectures — signed by lecturer. Your midterm report has been approved — signed by examiner. You have listened to at least two master thesis presentations — signed by examiner present at the presentation.
EXPLORE THE THESIS PROJECTS WITHIN OUR DIFFERENT DIRECTIONS > > > KLICK IMAGES TO SEE THESIS BOOKLETS BUILDING AND TECTONICS MATERIAL TURN URBAN CHALLENGES MATTER SPACE STRUCTURE HOUSING DESIGN ACTIVISM BEYOND BORDERS HEALTHCARE CRITICAL SPATIAL PERSPECTIVES SOCIAL ECOLOGICAL URBANISM BUILDING DESIGN AND TRANSFORMATION FOR SUSTAINABILITY RURBAN TRANSFORMATION Images beginning of page by Gustaf ...
Your activities during the thesis work are documented on the master's thesis work card. Print the work card and bring it to the presentations and other activities where it is to be signed. Keep the work card in a safe place. For students that start their thesis in spring 2017 or later: use this work card. It is a good idea to scan/photograf ...
BSc and MSc theses from Chalmers are available in Chalmers ODR Student Theses.From 2010 the coverage is good and the full text is often available. You can loan older theses from the library and you may find them by searching the Main Search Box. If a thesis you are looking for is not available at the library or in Chalmers ODR Student Theses, contact the respective department at Chalmers.
The student (s) submits the proposal and the registration form (s) to the master's thesis coordinator. The proposal must be submitted before the deadline given in each study period or it will be put on hold until the next period. The proposals will only be processed after the set deadlines see proposal deadlines.
A list of Master thesis project suggestions. The suggestions range from almost complete project proposals to general announcement of research projects that are interested in master thesis projects. See also suggestions organised by keywords and by supervisors. 3D environment perception via summarization and fusion at edge production-hardware ...
Master thesis presentations, June 11, 2020. Date. 11 June 2020 08:00-17:30. Place. Zoom. Welcome to join the Master thesis presentations at Vehicle Safety, Chalmers! Time. Title.
This thesis will evaluate the degree of manufacturability based on the time and cost required for designing and manufacturing the heat exchanger in Texel's system, considering the economic aspects of AM. The theory for the method for the manufacturability assessment of the heat exchanger component will be described separately.
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