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Athena Autonomous Driving Software System

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Athena (Athena) autonomous driving software system

 

Athena (Athena) is an open, lightweight, flexible and highly reliable automatic driving software platform launched by Universal Smart, serving the application development of OEM and autonomous driving companies. Athena is based on Linux system development, including high-precision maps, positioning, and navigation , Perception fusion, decision planning, vertical and horizontal control, simulation platform and mobile device interactive terminal and other modules, supporting complete bicycle automatic driving functions (lane keeping, station parking, following driving, lane change obstacle avoidance, emergency braking, etc.); At the same time, it also has a network-connected automatic driving function, which can provide modules such as cloud computing, roadside perception, and background management. It supports functions such as one-click car calling, one-key car return, and network-connected fleet. The Athena automatic driving software system has the characteristics of light weight and embeddability. It can run on the Titan hardware autonomous driving domain controller (power consumption does not exceed 60 watts), an embedded hardware platform independently developed by Universal Smart. Athena supports the evolution from L2 to L4, which is also the evolution from traditional ADAS functions to scenario-based autonomous driving.

 

1. Function Overview

Athena is a real-time Linux-based L4 automatic driving software system, including deep learning fusion perception, fusion positioning, complex environment decision planning algorithm, and accurate and reliable control algorithm, etc. Titan automatic driving domain controller, power consumption does not exceed 60 watts, provides real-time three-dimensional fusion perception and positioning for autonomous driving, complex scenario decision planning, vehicle-road cooperative communication, and supports different forms of autonomous driving of bicycles, fleets and vehicle-road cooperation Features.

 

Main functions of the software package

Athena Autonomous Driving Software System

 

Second, the software architecture

 

Athena software provides three main parts: algorithm, data set, and test simulation. The algorithm software package supports visual perception, fusion positioning, decision planning and control algorithm. The algorithm has been optimized and tested in detail and can be run on Titan3 in real time. In addition, the software package provides related data sets, sample maps and simulation tools. Huanyu can provide Titan controller and wire-controlled vehicle platform in addition to the software package to facilitate customers' testing and commercial deployment.

 

Software package architecture

 

Athena provides the basic implementation of each module of autonomous driving, and the message flow of each module is transmitted through the lightweight UDP protocol LCM. The blue modules are the functions already implemented by Huanyu Zhixing, and the orange parts are the resources that need to be relied on. The entire architecture also takes into account the requirements of intelligent network applications, high-precision maps, intersection management, and global path planning to deliver corresponding information through the network side, in order to deploy related applications in the cloud and road side in the future.

Athena Autonomous Driving Software System

Software message flow

 

Three, function list

 

Table 1. System functions


System function definition

System function list

Remarks

Beckoning parking

Mobile phone

 

Mobile phone parking

 

Pedestrian avoidance

 

one-button start

 

Driving in an urban environment

Import traffic

 

Driving in congestion

 

Traffic

 

Red light stop

 

Turn left automatically

 

Pedestrian avoidance

 

Automatic overtaking

 

Driving at high speed

Lane keeping

 

Overtaking lane change

 

Congestion assistance

 

High speed import

 

Ramp up and down

 

Through toll gate

 

Network connection function

Vehicle-Road Collaboration

 

Formation driving

 

Roadside perception collaboration

 

Remote driving

 

 

Table 2. Module functions

 

Module function definition

Module Function List (Athena)

Remarks

control

Lateral control

PID、LQR、MPC

Longitudinal control

PID/PID+ feedforward, MPC

Multi-vehicle cooperative control

3 to 5 car cooperative control

CarSim Co-simulation

 

TruckSim Co-simulation

 

Prescan co-simulation

 

prediction

Judging the prediction method based on recognition

 

Map-based behavior prediction

 

Tracking-based behavior prediction

 

planning

Decision-making

 

Behavior-level decision evaluation selection

 

Trajectory generation

3rd or 5th curvature curve

Track stitching optimization

Ensure second order continuity

Trajectory selection

Cost function can be customized

Parallel and vertical parking planning

 

Unity simulation

 

Prescan simulation

 

navigation

Lane-level planning

 

Road-level planning

Shortest path

map

High-precision map

OSM or Opendirve

Point cloud map construction

SLAM stitching

data set

Urban Environmental Data Set

Pedestrians, traffic lights, vehicles

High-speed environmental data set

Vehicle, lane line, road surface

Positioning

RTK positioning

Real-time and reliable

Lidar assisted positioning

ICP, NDT

Auxiliary positioning of visual lane line

Lane extraction matching positioning

Vision

Pavement range segmentation

Deep learning pixel-level segmentation

Pedestrian detection and tracking

SSD/YOLO/Mask rcnn

Vehicle detection and tracking

SSD/YOLO/Mask rcnn

Lane line detection and tracking

Pattern recognition method

Traffic light detection

Deep learning

Traffic sign detection

Deep learning

Algorithm TensorRT optimization

Support Tx2 and Xavier chips

Lidar

2.5D target detection and tracking

Project to ground grid

3D point cloud deep learning method

3D grid computing

Road edge extraction

Feature extraction edge fitting

Millimeter wave radar

Vision and millimeter wave fusion

Result-level fusion

Target detection and tracking

Continental 408, Delphi

 

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