tag: ADAS

Multi-Task Network Pruning and Embedded Optimization for Real-time Deployment in ADAS
By Technical Paper Link - 15 Feb, 2022 - Comments: 0

Abstract: "Camera-based Deep Learning algorithms are increasingly needed for perception in Automated Driving systems. However, constraints from the automotive industry challenge the deployment of CNNs by imposing embedded systems with limited computational resources. In this paper, we propose an approach to embed a multi- task CNN network under such conditions on a commercial prototy... » read more

Unknowns Driving Up The Cost Of Auto IC Reliability
By Ed Sperling - 08 Feb, 2022 - Comments: 2

Automotive chipmakers are considering a variety of options to improve the reliability of ICs used for everything from sensors to artificial intelligence. But collectively they could boost the number of process steps, increase the time spent in manufacturing and packaging, and stir up concerns about the amount of data that needs to be collected, shared, and stored. Accounting for advanced pro... » read more

Data Association Between Perception and V2V Communication Sensors
By Technical Paper Link - 07 Feb, 2022 - Comments: 0

Abstract: "The connectivity between vehicles, infrastructure, and other traffic participants brings a new dimension to automotive safety applications. Soon all the newly produced cars will have Vehicle to Everything (V2X) communication modems alongside the existing Advanced Driver Assistant Systems (ADAS). It is essential to identify the different sensor measurements for the same targets (... » read more

Enhancement of Robustness in Object Detection Module for Advanced Driver Assistance Systems
By Technical Paper Link - 07 Feb, 2022 - Comments: 0

Abstract: "A unified system integrating a compact object detector and a surrounding environmental condition classifier for enhancing the robustness of object detection scheme in advanced driver assistance systems (ADAS) is proposed in this paper. ADAS are invented to improve traffic safety and effectiveness in autonomous driving systems where object detection plays an extremely important rol... » read more

Data Security Challenges In Automotive
By Ann Mutschler - 03 Feb, 2022 - Comments: 1

Automakers are scrambling to prevent security breaches and data hacks in new vehicles while simultaneously adding new and increasingly autonomous features into vehicles that can open the door to new vulnerabilities. These two goals are often at odds. As with security in any complex system, nothing is ever completely secure. But even getting a handle on this multilayered issue is a challenge.... » read more

Building Multipurpose Systems With Dynamic Function Exchange Part Two: Bundling And Managing Resources
By Ed Rebello - 03 Feb, 2022 - Comments: 0

In our previous article, we mentioned that one of the most-common oversights that designers can make is to not fully use available system resources, and we introduced you to the concept of Dynamic Function Exchange (DFX), a design approach that dynamically reallocates unused system resources to other tasks. From a technical standpoint, implementing DFX is relatively straightforward using a c... » read more

Will Steering Wheels Ever Disappear?
By Bryon Moyer - 19 Jan, 2022 - Comments: 3

Autonomous vehicles are touted as the way of the future, and the general assumption is ultimately everything will be autonomous. But there are broad segments of the market where autonomy is unlikely to happen. There is no question that autonomy is possible. In fact, within certain bounds it's already here. Robo-taxis are available in some cities. Mercedes, Tesla, and Lexus are all touting so... » read more

Evaluation of Thermal Imaging on Embedded GPU Platforms for Application in Vehicular Assistance Systems
By Technical Paper Link - 10 Jan, 2022 - Comments: 0

Abstract "This study is focused on evaluating the real-time performance of thermal object detection for smart and safe vehicular systems by deploying the trained networks on GPU & single-board EDGE-GPU computing platforms for onboard automotive sensor suite testing. A novel large-scale thermal dataset comprising of > 35,000 distinct frames is acquired, processed, and open-sourced in challengin... » read more

Conceptual Model of the Automated Pedestrian Simulation System for Unmanned Vehicles and ADAS Systems Testing
By Technical Paper Link - 31 Dec, 2021 - Comments: 0

Abstract: "This article is devoted to the issue of creating the concept of an automated system for simulating pedestrians on the road surface, intended for testing unmanned vehicles and active driver assistance systems. The article examines in detail the prerequisites for the creation of such a system and its relevance for Russia. The existing analogues of this system are demonstrated, their... » read more

Revving Up SiC And GaN
By Ann Mutschler - 13 Dec, 2021 - Comments: 0

Silicon carbide (SiC) and gallium nitride (GaN) are becoming more popular for power electronics, particularly in automotive applications, driving down costs as volumes scale up and increasing the demand for better tools to design, verify, and test these wide-bandgap devices. Both SiC and GaN are proving essential in areas such as battery management in electric vehicles. They can handle much ... » read more

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