Teaching effects after 128 hours of Building Information Modeling course in Cracow, Poland. Monika works in Revit, Navisworks and Dynamo for BIM Coordination position. More https://bim.edu.pl or https://bim.school
Teaching effects after 128 hours of Building Information Modeling course in Cracow, Poland. Kamila works in Revit, Navisworks and Dynamo for BIM Coordination position. More https://bim.edu.pl or https://bim.school
NEAT Solutions (BIM Hub) provides building information modeling (BIM) services such as architectural design, construction documentation, quantity estimation, and complex structure modeling. It has worked on projects in India and internationally ranging from individual building designs to master planning of large developments. The document provides examples of project work including residential, commercial, and infrastructure projects at various stages from initial massing studies to final construction documentation.
BIM 360 is a cloud-based platform for project collaboration with multiple modules. It allows sharing of models, documents, and project data in real-time. Key modules include BIM 360 Docs for document management and markup, BIM 360 Design for collaborative modeling, BIM 360 Glue for clash detection in the cloud, and BIM 360 Build for construction management and tracking progress. The platform offers improved efficiency over traditional methods by enabling global collaboration and coordination of design and construction teams.
BIM provides many benefits for construction projects including quicker and more accurate quantity takeoffs, visualizations for design validation and client communication, and virtual rehearsals through 4D scheduling integration. It allows issues to be identified earlier in the design process, minimizing changes and rework. Specific examples are given of projects where BIM helped optimize logistics planning, pour planning, and schedule validation. Further benefits could be realized through expanded use of BIM for engineering support, line and grade automation, and 5D cost integration. However, additional resources and training would be required to fully implement these capabilities.
For all interested in#infra #bim, here are some of our bits to help you understand it a little better with case studies we provide on our projects. Please check the attached PDF.
For more information about BIM courses and outsourcing services we offer, please connect with BIMTECH PROFESSIONAL. We also offer project oriented BIM Training on softwares like #revit, #tekla,#infraworks hashtag#civil3d, #rhino, #synchro, #unity , #navisworks , #lumion #primavera based on #RIBA plan of work in both #offline & #online modes.
Please visit srdabimtech.com to know more of us and our services.
This document discusses how 4D BIM software like VICO Production Controller can be used to create 4D schedules and animations that integrate key project data to facilitate more accurate project planning and management. It describes how 4D BIM can be used to create baseline, actual, and forecast schedules that take real-world factors like location-based productivity into account. The document also discusses how 4D BIM is gaining popularity due to its benefits for tasks like dispute resolution and how it can enhance construction safety by enabling better visibility into the project timeline and spatial coordination of components.
The document discusses the key concepts of BIM/IPD and value stream mapping in construction. It explains that BIM utilizes 3D modeling software to facilitate design coordination and installation sequencing. IPD applies lean manufacturing techniques like just-in-time delivery to reduce variability and waste. Value stream mapping focuses on commitments between team members to plan work earlier and identify opportunities for efficiency. When these approaches are combined into a single process, they can result in coordinated projects, predictable schedules, and cost and time savings for clients.
Revolutionize construction with Point Cloud Scan to BIM! This groundbreaking technology redefines project planning, execution, and collaboration. Precision is unmatched as laser scanning captures intricate details, ensuring accurate 3D models. Savings in time and costs result from clash identification in retrofitting. Stakeholders benefit from a shared BIM model, fostering informed decisions. Embrace the future – adopt Point Cloud Scan to BIM and transform construction efficiency while building a greener tomorrow.
Teaching effects after 128 hours of Building Information Modeling course in Cracow, Poland. Kamila works in Revit, Navisworks and Dynamo for BIM Coordination position. More https://bim.edu.pl or https://bim.school
NEAT Solutions (BIM Hub) provides building information modeling (BIM) services such as architectural design, construction documentation, quantity estimation, and complex structure modeling. It has worked on projects in India and internationally ranging from individual building designs to master planning of large developments. The document provides examples of project work including residential, commercial, and infrastructure projects at various stages from initial massing studies to final construction documentation.
BIM 360 is a cloud-based platform for project collaboration with multiple modules. It allows sharing of models, documents, and project data in real-time. Key modules include BIM 360 Docs for document management and markup, BIM 360 Design for collaborative modeling, BIM 360 Glue for clash detection in the cloud, and BIM 360 Build for construction management and tracking progress. The platform offers improved efficiency over traditional methods by enabling global collaboration and coordination of design and construction teams.
BIM provides many benefits for construction projects including quicker and more accurate quantity takeoffs, visualizations for design validation and client communication, and virtual rehearsals through 4D scheduling integration. It allows issues to be identified earlier in the design process, minimizing changes and rework. Specific examples are given of projects where BIM helped optimize logistics planning, pour planning, and schedule validation. Further benefits could be realized through expanded use of BIM for engineering support, line and grade automation, and 5D cost integration. However, additional resources and training would be required to fully implement these capabilities.
For all interested in#infra #bim, here are some of our bits to help you understand it a little better with case studies we provide on our projects. Please check the attached PDF.
For more information about BIM courses and outsourcing services we offer, please connect with BIMTECH PROFESSIONAL. We also offer project oriented BIM Training on softwares like #revit, #tekla,#infraworks hashtag#civil3d, #rhino, #synchro, #unity , #navisworks , #lumion #primavera based on #RIBA plan of work in both #offline & #online modes.
Please visit srdabimtech.com to know more of us and our services.
This document discusses how 4D BIM software like VICO Production Controller can be used to create 4D schedules and animations that integrate key project data to facilitate more accurate project planning and management. It describes how 4D BIM can be used to create baseline, actual, and forecast schedules that take real-world factors like location-based productivity into account. The document also discusses how 4D BIM is gaining popularity due to its benefits for tasks like dispute resolution and how it can enhance construction safety by enabling better visibility into the project timeline and spatial coordination of components.
The document discusses the key concepts of BIM/IPD and value stream mapping in construction. It explains that BIM utilizes 3D modeling software to facilitate design coordination and installation sequencing. IPD applies lean manufacturing techniques like just-in-time delivery to reduce variability and waste. Value stream mapping focuses on commitments between team members to plan work earlier and identify opportunities for efficiency. When these approaches are combined into a single process, they can result in coordinated projects, predictable schedules, and cost and time savings for clients.
Revolutionize construction with Point Cloud Scan to BIM! This groundbreaking technology redefines project planning, execution, and collaboration. Precision is unmatched as laser scanning captures intricate details, ensuring accurate 3D models. Savings in time and costs result from clash identification in retrofitting. Stakeholders benefit from a shared BIM model, fostering informed decisions. Embrace the future – adopt Point Cloud Scan to BIM and transform construction efficiency while building a greener tomorrow.
Revolutionize construction with Point Cloud Scan to BIM! This groundbreaking technology redefines project planning, execution, and collaboration. Precision is unmatched as laser scanning captures intricate details, ensuring accurate 3D models. Savings in time and costs result from clash identification in retrofitting. Stakeholders benefit from a shared BIM model, fostering informed decisions. Embrace the future – adopt Point Cloud Scan to BIM and transform construction efficiency while building a greener tomorrow.
BIMLABS Global provides Building Information Modeling (BIM) training and services. It has offices in India and Dubai and offers career development programs, certifications, and project internships to help students and professionals develop BIM skills. It also helps connect trained professionals to job opportunities through its Bridge recruitment portal. BIMLABS works with academic institutions, corporations, and the community to enhance BIM adoption and digital construction.
This document provides an overview of Building Information Modelling (BIM) and its various dimensions. It discusses BIM, the BIM cycle, and dimensions such as 3D, 4D, 5D, 6D, and 7D BIM. For each dimension, it provides an introduction, example software, advantages and disadvantages. The goal of BIM is to create and manage information about a building project using a digital 3D model and shared database. Adding additional dimensions such as time (4D) and cost (5D) allows for improved planning, cost estimation, and sustainability analysis over the lifespan of a building project.
Pre and Post Contract BIM Execution Plans (BEP) with a view to explaining what they should contain. A better understanding of how to structure a BEP and what it should include.
Real life examples of poor clauses within BIM execution plans, and how to spot and deal with the scope gaps.
This document discusses using building information modeling (BIM) for site design and master planning projects. It covers industry trends in 3D surveying, site design, and site BIM management. It also discusses developing a masterplan vision with multi-project coordination and a campus map. Future trends mentioned include integrating geographic information systems and bringing other consultants into BIM workflows.
Many of us have encountered the term Scan to BIM in the world of construction. Scan to BIM refers to a Building Information Model created from a 3D Scan. The process is not as complicated as it seems. Scan to BIM is essentially a process that creates a digital representation of the building's existing conditions, along with its functional and physical characteristics. For more information, read our blog, https://bit.ly/41uBKcU
Silicon Valley Infomedia provides Point Cloud BIM Services in all around the world. Our point cloud to BIM Services creates accurate models for as-built purposes as well as for refurbishment and renovation projects. We also offering Scan to 3D model, Point cloud to MEP BIM Modeling, 3d Scan to CAD and Scan to construction drawings.
This document discusses Building Information Modeling (BIM) and its use in construction projects. It begins with an introduction to BIM, describing how 3D modeling can improve communication and avoid errors. The rest of the document discusses specific BIM applications like design visualization, clash detection, and laser scanning. It also addresses contract and legal issues related to BIM, such as allocating responsibilities and intellectual property rights between parties. Sample BIM contract language from ConsensusDocs and AIA is presented, focusing on managing risk and defining reliance on model elements.
The document discusses BAM Nuttall's use of Autodesk's BIM 360 Field software for construction management. BIM 360 Field allows capturing project information digitally using mobile devices. It provides real-time access to design data and dashboards for tracking quality, safety, and issues. The system aims to improve communications, handover, and baseline future projects. It demonstrates the mobile and web interfaces for BIM 360 Field and examples of its use for inspections, photos, equipment management, and more.
The document discusses Building Information Modeling (BIM) and its applications. It provides definitions of BIM from various organizations. It describes how BIM can be used across the project lifecycle from design through construction and operations for applications like 3D modeling, 4D scheduling, 5D cost estimating, sustainability analysis, and facility management. It also discusses BIM management topics like the different levels of BIM implementation and standards.
BUILDING INFORMATION MODELLING BIM PPT.pdfSaniya661779
This document provides an introduction to Building Information Modeling (BIM). It explains that BIM allows architects, engineers, and other construction professionals to collaborate on a 3D model of a building throughout its lifecycle, from planning to operation. BIM objects have geometry and stored data, and the model remains coordinated as changes are made. The document outlines different BIM levels from 0 to 3 based on collaboration, and provides examples of BIM uses like visualization, code reviews, and facilities management. It also lists software for different construction roles and provides case studies on BIM projects.
Dri Roof MEP BIM Consultancy provides Building Information Modeling (BIM) services including architectural, MEP, and structural BIM modeling, clash detection and model coordination, model-driven quantification, fabrication-level BIM, BIM-driven project planning and cost control, infrastructure BIM services, and interactive photorealistic walkthroughs. Their projects include an industrial development over 8000 sqm in the Middle East, a 21-story commercial tower in Kenya, a riverside development in South Africa, a Wipro IT development in Pune, and an as-built BIM of a retail chain in the UK.
The document describes a 12 step process for using AutoBIM(TM), a feature of the ONUMA Planning System web-based BIM software, to quickly create a basic BIM. The 12 steps walk the user through selecting a building shape, placing it on a Google Earth site in the software, editing the design by dragging in 2D and 3D views, and exporting the final schematic design to other BIM programs. The summary emphasizes that AutoBIM(TM) makes BIM creation as easy as following 12 simple steps.
Construction Supply Chain Management (Group Assignment) - BIM 7DYee Len Wan
This document provides an overview of Building Information Modeling (BIM) and its dimensions. It discusses 3D, 4D, 5D, 6D, and 7D BIM. 3D BIM refers to the visual or geometric component of the model. 4D BIM adds time as a dimension by linking the 3D model to a construction schedule. 5D BIM incorporates cost information. The document describes the benefits and challenges of BIM as well as software used for 4D modeling.
Лазерное сканирование и фотограмметрия, как компонент BIMTanya Gadzevych
Доклад Александра Канивца "Лазерное сканирование и фотограмметрия, как компонент BIM. Опыт внедрения BIM -технологий в Украине и за рубежом".
Строительная конференция «IT трансформация строительства. BIM и не только»
16 октября 2019 г., Киев
4th Qatar BIM User Day, BIM Solutions and StrategiesBIM User Day
This document discusses BIM solutions and strategies that can be deployed today. It defines BIM as "an integrated digital process providing coordinated, reliable information about a project throughout all phases." It discusses considerations for choosing BIM software, including cost and library content. Sample projects are described that achieved coordination across all disciplines through high contractor engagement and use of BIM in design, construction and facilities management. Enablers of BIM adoption included having a simple approach, engaging in new ways of working, and establishing documentation and protocols to manage change.
The ultimate guide to Scan to BIM, the leading technique for transforming point cloud data into BIM models in 2024, This article emphasizes the procedure of scanning to BIM. It illustrates the idea of converting point clouds to BIM models. It underlines the role of these procedures in the building sector for the generation of 3D models with correct and detailed information about existing structures. The article also emphasizes some of the merits of scanning to BIM, like superior project visualization, clash detection, and correct measurement.
Are you planning to implement BIM in your work process? Seek a top BIM engineering company in USA and step into the BIM world for obtaining BIM constructability review, 3d modeling, 4d scheduling, 5d BIM cost estimation and prefabrication and modularization.
From 3D to 6D Managing the Information Labyrinth of BIM.pdfVincentPoon15
As the Building Information Modeling (BIM) concept continually matures and gains wider recognition as a crucial collaborative process within the building design and construction industry, the demand for BIM services from construction managers, architects, and engineering firms is on the rise. In response to this growing need, AEC (Architecture, Engineering, and Construction) firms are proactively investing in BIM technologies to enhance their capabilities across various project phases, including bidding, preconstruction, construction, and post-construction stages.
This presentation equips participants with essential skills and best practices for effectively managing BIM data throughout the entire project lifecycle. Through a series of scenario-based presentations and real-world case studies, attendees gain valuable insights into the seamless flow of BIM information from the initial design phases to ongoing building maintenance. Furthermore, this course emphasizes the synergistic potential of integrating specification writing seamlessly into the BIM workflow.
By the conclusion of this course, participants will have acquired a thorough comprehension of how BIM data evolves as it progresses through the design, construction management, and, ultimately, building operation and maintenance phases.
Key learning objectives
List the strengths, weaknesses, opportunities, and threats of BIM
implementation in the building design and construction industry
1. Identify current uses of BIM technologies in the architectural, engineering,
construction, and building management industry construction, and building management industry
2. Describe best practices for implementing BIM in an integrated work culture or
environment
3. Define the importance of integrating specification writing with BIM workflow
The document discusses the PipeFab plugin for Revit, which automates pipe fabrication and drafting. It reduces production of installation drawings by 60%. The plugin lists pipes, exports data to Excel, and generates CNC files. It provides direction labels and exports cutting sheets to Excel for easier review. The document also discusses several other BIM projects for facilities in Saudi Arabia.
Magdalena Adamska - BIM School Course in Krakówbim.edu.pl
Teaching effects after 128 hours of Building Information Modeling course in Cracow, Poland. Working in Revit, Navisworks and Dynamo for BIM Coordination position. More https://bim.edu.pl or https://bimedu.eu
Arkadiusz Zalewski - BIM School Course in Krakówbim.edu.pl
Teaching effects after 128 hours of Building Information Modeling course in Cracow, Poland. Working in Revit, Navisworks and Dynamo for BIM Coordination position. More https://bim.edu.pl or https://bimedu.eu
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Revolutionize construction with Point Cloud Scan to BIM! This groundbreaking technology redefines project planning, execution, and collaboration. Precision is unmatched as laser scanning captures intricate details, ensuring accurate 3D models. Savings in time and costs result from clash identification in retrofitting. Stakeholders benefit from a shared BIM model, fostering informed decisions. Embrace the future – adopt Point Cloud Scan to BIM and transform construction efficiency while building a greener tomorrow.
BIMLABS Global provides Building Information Modeling (BIM) training and services. It has offices in India and Dubai and offers career development programs, certifications, and project internships to help students and professionals develop BIM skills. It also helps connect trained professionals to job opportunities through its Bridge recruitment portal. BIMLABS works with academic institutions, corporations, and the community to enhance BIM adoption and digital construction.
This document provides an overview of Building Information Modelling (BIM) and its various dimensions. It discusses BIM, the BIM cycle, and dimensions such as 3D, 4D, 5D, 6D, and 7D BIM. For each dimension, it provides an introduction, example software, advantages and disadvantages. The goal of BIM is to create and manage information about a building project using a digital 3D model and shared database. Adding additional dimensions such as time (4D) and cost (5D) allows for improved planning, cost estimation, and sustainability analysis over the lifespan of a building project.
Pre and Post Contract BIM Execution Plans (BEP) with a view to explaining what they should contain. A better understanding of how to structure a BEP and what it should include.
Real life examples of poor clauses within BIM execution plans, and how to spot and deal with the scope gaps.
This document discusses using building information modeling (BIM) for site design and master planning projects. It covers industry trends in 3D surveying, site design, and site BIM management. It also discusses developing a masterplan vision with multi-project coordination and a campus map. Future trends mentioned include integrating geographic information systems and bringing other consultants into BIM workflows.
Many of us have encountered the term Scan to BIM in the world of construction. Scan to BIM refers to a Building Information Model created from a 3D Scan. The process is not as complicated as it seems. Scan to BIM is essentially a process that creates a digital representation of the building's existing conditions, along with its functional and physical characteristics. For more information, read our blog, https://bit.ly/41uBKcU
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This document discusses Building Information Modeling (BIM) and its use in construction projects. It begins with an introduction to BIM, describing how 3D modeling can improve communication and avoid errors. The rest of the document discusses specific BIM applications like design visualization, clash detection, and laser scanning. It also addresses contract and legal issues related to BIM, such as allocating responsibilities and intellectual property rights between parties. Sample BIM contract language from ConsensusDocs and AIA is presented, focusing on managing risk and defining reliance on model elements.
The document discusses BAM Nuttall's use of Autodesk's BIM 360 Field software for construction management. BIM 360 Field allows capturing project information digitally using mobile devices. It provides real-time access to design data and dashboards for tracking quality, safety, and issues. The system aims to improve communications, handover, and baseline future projects. It demonstrates the mobile and web interfaces for BIM 360 Field and examples of its use for inspections, photos, equipment management, and more.
The document discusses Building Information Modeling (BIM) and its applications. It provides definitions of BIM from various organizations. It describes how BIM can be used across the project lifecycle from design through construction and operations for applications like 3D modeling, 4D scheduling, 5D cost estimating, sustainability analysis, and facility management. It also discusses BIM management topics like the different levels of BIM implementation and standards.
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This document discusses BIM solutions and strategies that can be deployed today. It defines BIM as "an integrated digital process providing coordinated, reliable information about a project throughout all phases." It discusses considerations for choosing BIM software, including cost and library content. Sample projects are described that achieved coordination across all disciplines through high contractor engagement and use of BIM in design, construction and facilities management. Enablers of BIM adoption included having a simple approach, engaging in new ways of working, and establishing documentation and protocols to manage change.
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This presentation equips participants with essential skills and best practices for effectively managing BIM data throughout the entire project lifecycle. Through a series of scenario-based presentations and real-world case studies, attendees gain valuable insights into the seamless flow of BIM information from the initial design phases to ongoing building maintenance. Furthermore, this course emphasizes the synergistic potential of integrating specification writing seamlessly into the BIM workflow.
By the conclusion of this course, participants will have acquired a thorough comprehension of how BIM data evolves as it progresses through the design, construction management, and, ultimately, building operation and maintenance phases.
Key learning objectives
List the strengths, weaknesses, opportunities, and threats of BIM
implementation in the building design and construction industry
1. Identify current uses of BIM technologies in the architectural, engineering,
construction, and building management industry construction, and building management industry
2. Describe best practices for implementing BIM in an integrated work culture or
environment
3. Define the importance of integrating specification writing with BIM workflow
The document discusses the PipeFab plugin for Revit, which automates pipe fabrication and drafting. It reduces production of installation drawings by 60%. The plugin lists pipes, exports data to Excel, and generates CNC files. It provides direction labels and exports cutting sheets to Excel for easier review. The document also discusses several other BIM projects for facilities in Saudi Arabia.
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Teaching effects after 128 hours of Building Information Modeling course in Cracow, Poland. Agnieszka works in Revit, Navisworks, Dynamo, BIMCollab, Robot, Trimble Connect, PowerBI, Autodesk Construction Cloud and BIM Collaborate Pro for BIM Coordination position. More https://bim.edu.pl or https://bim.school
Discover the latest insights on Data Driven Maintenance with our comprehensive webinar presentation. Learn about traditional maintenance challenges, the right approach to utilizing data, and the benefits of adopting a Data Driven Maintenance strategy. Explore real-world examples, industry best practices, and innovative solutions like FMECA and the D3M model. This presentation, led by expert Jules Oudmans, is essential for asset owners looking to optimize their maintenance processes and leverage digital technologies for improved efficiency and performance. Download now to stay ahead in the evolving maintenance landscape.
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...IJECEIAES
Climate change's impact on the planet forced the United Nations and governments to promote green energies and electric transportation. The deployments of photovoltaic (PV) and electric vehicle (EV) systems gained stronger momentum due to their numerous advantages over fossil fuel types. The advantages go beyond sustainability to reach financial support and stability. The work in this paper introduces the hybrid system between PV and EV to support industrial and commercial plants. This paper covers the theoretical framework of the proposed hybrid system including the required equation to complete the cost analysis when PV and EV are present. In addition, the proposed design diagram which sets the priorities and requirements of the system is presented. The proposed approach allows setup to advance their power stability, especially during power outages. The presented information supports researchers and plant owners to complete the necessary analysis while promoting the deployment of clean energy. The result of a case study that represents a dairy milk farmer supports the theoretical works and highlights its advanced benefits to existing plants. The short return on investment of the proposed approach supports the paper's novelty approach for the sustainable electrical system. In addition, the proposed system allows for an isolated power setup without the need for a transmission line which enhances the safety of the electrical network
Null Bangalore | Pentesters Approach to AWS IAMDivyanshu
#Abstract:
- Learn more about the real-world methods for auditing AWS IAM (Identity and Access Management) as a pentester. So let us proceed with a brief discussion of IAM as well as some typical misconfigurations and their potential exploits in order to reinforce the understanding of IAM security best practices.
- Gain actionable insights into AWS IAM policies and roles, using hands on approach.
#Prerequisites:
- Basic understanding of AWS services and architecture
- Familiarity with cloud security concepts
- Experience using the AWS Management Console or AWS CLI.
- For hands on lab create account on [killercoda.com](https://killercoda.com/cloudsecurity-scenario/)
# Scenario Covered:
- Basics of IAM in AWS
- Implementing IAM Policies with Least Privilege to Manage S3 Bucket
- Objective: Create an S3 bucket with least privilege IAM policy and validate access.
- Steps:
- Create S3 bucket.
- Attach least privilege policy to IAM user.
- Validate access.
- Exploiting IAM PassRole Misconfiguration
-Allows a user to pass a specific IAM role to an AWS service (ec2), typically used for service access delegation. Then exploit PassRole Misconfiguration granting unauthorized access to sensitive resources.
- Objective: Demonstrate how a PassRole misconfiguration can grant unauthorized access.
- Steps:
- Allow user to pass IAM role to EC2.
- Exploit misconfiguration for unauthorized access.
- Access sensitive resources.
- Exploiting IAM AssumeRole Misconfiguration with Overly Permissive Role
- An overly permissive IAM role configuration can lead to privilege escalation by creating a role with administrative privileges and allow a user to assume this role.
- Objective: Show how overly permissive IAM roles can lead to privilege escalation.
- Steps:
- Create role with administrative privileges.
- Allow user to assume the role.
- Perform administrative actions.
- Differentiation between PassRole vs AssumeRole
Try at [killercoda.com](https://killercoda.com/cloudsecurity-scenario/)
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsVictor Morales
K8sGPT is a tool that analyzes and diagnoses Kubernetes clusters. This presentation was used to share the requirements and dependencies to deploy K8sGPT in a local environment.
Embedded machine learning-based road conditions and driving behavior monitoringIJECEIAES
Car accident rates have increased in recent years, resulting in losses in human lives, properties, and other financial costs. An embedded machine learning-based system is developed to address this critical issue. The system can monitor road conditions, detect driving patterns, and identify aggressive driving behaviors. The system is based on neural networks trained on a comprehensive dataset of driving events, driving styles, and road conditions. The system effectively detects potential risks and helps mitigate the frequency and impact of accidents. The primary goal is to ensure the safety of drivers and vehicles. Collecting data involved gathering information on three key road events: normal street and normal drive, speed bumps, circular yellow speed bumps, and three aggressive driving actions: sudden start, sudden stop, and sudden entry. The gathered data is processed and analyzed using a machine learning system designed for limited power and memory devices. The developed system resulted in 91.9% accuracy, 93.6% precision, and 92% recall. The achieved inference time on an Arduino Nano 33 BLE Sense with a 32-bit CPU running at 64 MHz is 34 ms and requires 2.6 kB peak RAM and 139.9 kB program flash memory, making it suitable for resource-constrained embedded systems.