D-ITET Center for Project-Based Learning
D-ITET Center for Project-Based Learning
  • Видео 31
  • Просмотров 61 774
Learning-Based On-Track System Identification for Scaled Autonomous Racing in Under a Minute
Traditional tire modeling for autonomous racing requires extensive testing in controlled conditions - but what if we could learn tire behavior directly on the racetrack? We present a novel system identification algorithm that combines neural networks with traditional methods to learn accurate tire models during actual racing. Through iterative refinement and virtually generated data, our approach achieves 3.3x lower error rates than standard nonlinear least squares methods.
The key breakthrough: we can now learn a complete tire model with just 30 seconds of driving data and 3 seconds of training time, matching the accuracy of traditional steady-state methods - all while operating in dynami...
Просмотров: 280

Видео

Predictive Spliner: Data-Driven Overtaking in Autonomous Racing Using Opponent Trajectory Prediction
Просмотров 7783 месяца назад
Head-to-head autonomous racing presents significant challenges in real-time opponent management. We present Predictive Spliner, a data-driven overtaking planner utilizing Gaussian Process regression to model opponent behavior and compute optimal overtaking trajectories. Experimental validation on 1:10 scale autonomous vehicles, using LiDAR-based opponent detection, demonstrates overtaking capab...
Obstacle Avoidance with Ultrasonic Sensors on Nano-UAVs
Просмотров 2384 месяца назад
Credits to Laurent Schroeder
ForzaETH Race Stack - Hardware Tutorial
Просмотров 1 тыс.4 месяца назад
This video is the third part in a three-part miniseries introducing the ForzaETH Race Stack, and describes how to use it to operate a physical F1TENTH car for time-trial and head-to-head races Note : the mentioned alias `sauce`, re-sources the local ROS 1 workspace, and can be added by adding the following line to your `.bashrc` file, in case the workspace path is the same and you are using bas...
ForzaETH Race Stack - Installation Tutorial
Просмотров 4174 месяца назад
This video is the first part in a three-part miniseries introducing the ForzaETH Race Stack, and describes how to install the system both in its ROS 1 and ROS 2 version, using docker as a containerization environment Timeline: 00:00 Intro 01:10 ROS 1 Installation 11:23 ROS 2 Installation 22:55 Outro Video Credits: Niklas Bastuck, Tobias Kränzlin, Michael Lötscher, Luca Tognoni GitHub Repository...
ForzaETH Race Stack - Simulation Tutorial
Просмотров 6794 месяца назад
This video is the second part in a three-part miniseries introducing the ForzaETH Race Stack, and describes how to setup, dynamically reconfigure, and use the simulator, for time trials and head-to-head racing Timeline: 00:00 Intro 01:00 The Simulator 01:59 ROS 1 - Launching the Sim 03:33 ROS 1 - Running Time-Trials 04:12 ROS 1 - Running Head-to-Head 05:03 ROS 1 - RQT & Dynamic Reconfigure 05:5...
CR3DT: Camera-RADAR Fusion for 3D Detection and Tracking
Просмотров 7525 месяцев назад
This paper was accepted at IROS 2024. To enable self-driving vehicles accurate detection and tracking of surrounding objects is essential. While Light Detection and Ranging (LiDAR) sensors have set the benchmark for high-performance systems, the appeal of camera-only solutions lies in their cost-effectiveness. Notably, despite the prevalent use of Radio Detection and Ranging (RADAR) sensors in ...
Relative Infrastructure-less Localization Algorithm for Decentralized and Autonomous Swarm Formation
Просмотров 13710 месяцев назад
GitHub repository: github.com/ETH-PBL/swarm-relative-localization Paper: ieeexplore.ieee.org/document/10342168
Fully Onboard SLAM for Distributed Mapping with a Swarm of Nano-Drones
Просмотров 1,1 тыс.11 месяцев назад
The use of Unmanned Aerial Vehicles (UAVs) is rapidly increasing in applications ranging from surveillance and first-aid missions to industrial automation involving cooperation with other machines or humans. To maximize area coverage and reduce mission latency, swarms of collaborating drones have become a significant research direction. However, this approach requires open challenges in positio...
Stargate: Multimodal Sensor Fusion for Autonomous Navigation on Miniaturized UAVs
Просмотров 509Год назад
Autonomously navigating robots need to perceive and interpret their surroundings. Currently, cameras are among the most used sensors due to their high resolution and frame rates at relatively low energy consumption and cost. In recent years, cutting-edge sensors, such as miniaturized depth cameras, have demonstrated strong potential, specifically for nano-size UAVs, where low power consumption,...
NanoSLAM: Enabling Fully Onboard SLAM for Tiny Robots
Просмотров 8 тыс.Год назад
Perceiving and mapping the surroundings are essential for enabling autonomous navigation in any robotic platform. The algorithm class that enables accurate mapping while correcting the odometry errors present in most robotics systems is Simultaneous Localization and Mapping (SLAM). Today, fully onboard mapping is only achievable on robotic platforms that can host high-wattage processors, mainly...
Scientifica preview: nano-UAV autonomous navigation
Просмотров 541Год назад
Credits to: Alberto Schiaffino, Tommaso Polonelli, Vlad Niculescu, Hanna Müller, Konstantin Kalenberg
F1TENTH autonomous racing: onboard view
Просмотров 1,8 тыс.Год назад
This video introduces the PBL flagship project on autonomous racing. F1TENTH is an open source community driven autonomous racing platform, organizing semi-annual races hosted at robotics conferences such as IROS and ICRA. The ETH team is constantly on the lookout for motivated and talented students to join the team. More information on F1TENTH: f1tenth.org/ For ETH students wanting to join: et...
Model- and Acceleration-based Pursuit Controller for High-Performance Autonomous Racing
Просмотров 3,4 тыс.Год назад
Model- and Acceleration-based Pursuit Controller for High-Performance Autonomous Racing
STContest thin film piezo
Просмотров 982 года назад
STContest thin film piezo
PBL Flagship Project: SmartPatch for Biomedical Applications
Просмотров 3112 года назад
PBL Flagship Project: SmartPatch for Biomedical Applications
PBL Event: catch me if you can
Просмотров 8682 года назад
PBL Event: catch me if you can
Smart Agricolture: eco-firendly raven detection system
Просмотров 1602 года назад
Smart Agricolture: eco-firendly raven detection system
F1TENTH autonomous racing
Просмотров 34 тыс.2 года назад
F1TENTH autonomous racing
Enabling Obstacle Avoidance for Nano-UAVs with a multi-zone depth sensor and a model-free policy
Просмотров 1,2 тыс.2 года назад
Enabling Obstacle Avoidance for Nano-UAVs with a multi-zone depth sensor and a model-free policy
IPSN2022 Demo Abstract: Towards Reliable Obstacle Avoidance for Nano-UAVs
Просмотров 1,1 тыс.2 года назад
IPSN2022 Demo Abstract: Towards Reliable Obstacle Avoidance for Nano-UAVs
LightTrackingRobot - P&S Microcontrollers for IoT
Просмотров 2063 года назад
LightTrackingRobot - P&S Microcontrollers for IoT
Batteryless Smart Camera MAX78000 Challenge
Просмотров 7563 года назад
Batteryless Smart Camera MAX78000 Challenge
PBL Wireless Smart Bracelet for EMG onboard data processing
Просмотров 1573 года назад
PBL Wireless Smart Bracelet for EMG onboard data processing
A Battery-​Free Long-​Range Wireless Smart Camera for Face Recognition
Просмотров 1644 года назад
A Battery-​Free Long-​Range Wireless Smart Camera for Face Recognition
H-Watch
Просмотров 5524 года назад
H-Watch
Cisco Global Problem Solver Challenge 2020
Просмотров 1274 года назад
Cisco Global Problem Solver Challenge 2020

Комментарии

  • @BHASKARSV-r7t
    @BHASKARSV-r7t 5 дней назад

    sir its good actually my research work also same process is it possible to help me help for

  • @class8587
    @class8587 2 месяца назад

    Sen türkmüsün

  • @RC_Ira
    @RC_Ira 2 месяца назад

    Amazing rover ❤🎉😊

  • @jhim8040
    @jhim8040 2 месяца назад

    Is it working on jetson xavier? there's an issue when i do docker build base_arm.

    • @bumeniclas2516
      @bumeniclas2516 Месяц назад

      Yeah this should work with xavier. Can you open an issue on the github repo and detail the issue?

  • @krishnapranav9123
    @krishnapranav9123 2 месяца назад

    This is vey insightful thankyou

  • @rohanbandaru
    @rohanbandaru 3 месяца назад

    THROUGH GOES HAMILTON!

  • @RC_Ira
    @RC_Ira 3 месяца назад

    Amazing rovers car, excellent work friend!❤🎉😊

  • @hariharansakthivel8948
    @hariharansakthivel8948 4 месяца назад

    Can you please share circuit connections and Source code

  • @yusupovazamjon
    @yusupovazamjon 4 месяца назад

    pls circuit diagram

  • @yusupovazamjon
    @yusupovazamjon 4 месяца назад

    greeat job

  • @yusupovazamjon
    @yusupovazamjon 4 месяца назад

    woow

  • @foreverspinproduction1427
    @foreverspinproduction1427 4 месяца назад

    Wow amazing!!

  • @pauljoseph7051
    @pauljoseph7051 4 месяца назад

    Veeery nice

  • @AndreaRonco
    @AndreaRonco 4 месяца назад

    Very nice, will you port it to Rust?

    • @Nic-gd8bn
      @Nic-gd8bn 4 месяца назад

      We welcome you to contribute to this open-source project!

  • @tuqe
    @tuqe 5 месяцев назад

    Nice!

  • @Flare1107
    @Flare1107 11 месяцев назад

    Is the loop closure scan and reference scan required because of a lack of precision with the odometery? Or is this typical of all robotics? I know there are plenty of issues for real world vs simulated location/trajectory in quadrupeds. If a more sensitive TOF sensor were used, maybe a rgb-d camera, would you still lack precision? Or could you include redundant positioning with a secondary IMU?

  • @RC_Ira
    @RC_Ira 11 месяцев назад

    Amazing 🎉 Excellent work!😃👍

  • @이주호-q6k
    @이주호-q6k Год назад

    I would like to ask a question about F1tenth. Can you give me your email address?

  • @perauterion
    @perauterion Год назад

    The overtake at the end is crazy!!!

  • @snakehaihai
    @snakehaihai Год назад

    the RAL paper?

  • @kunaldesarda1095
    @kunaldesarda1095 Год назад

    Hey compliments on the research work. Just one question as you are using plain cardboard boxes and apparently there are not a lot of things in the maze, how is the drone being able to localize?

  • @RC_Ira
    @RC_Ira Год назад

    Very interesting video, awesome work!🤩👍

  • @vigneshbalaji21
    @vigneshbalaji21 Год назад

    Very nice :) to take care of visual odometry drift with graph based approach. I have a doubt, can the onboard IMU be used to take care of this drift ? The main reason being for this graph to make a SLAM, it needs a closed graph path. Can IMU make a difference with a kalman filter maybe ?

  • @jomfawad9255
    @jomfawad9255 Год назад

    Can you made diy video how to make this emg bracelet

  • @smirnov-robotics
    @smirnov-robotics Год назад

    Great job! Absolute stunning work! 👍

  • @edgocarts3778
    @edgocarts3778 2 года назад

    we need to use in cart can you help us to develop it !!

  • @francescofraternali1531
    @francescofraternali1531 2 года назад

    Impressive! Keep up the good work

  • @michelemagno6955
    @michelemagno6955 2 года назад

    wonderful work!

  • @maksimmasalski796
    @maksimmasalski796 2 года назад

    Hi, how did you power up Intel NUC using Li-Po battery?

  • @bhanudiehard
    @bhanudiehard 3 года назад

    Great Project.