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Journal ArticleDOI

Emergency Collision Avoidance by Steering in Critical Situations

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TLDR
In this paper, an emergency collision avoidance system is proposed by including not only braking but also steering control actions, and the minimum distance to avoid collision is calculated separately for braking and steering based on the relative motion to the surrounding vehicles and the lane information obtained through the vision sensor.
Abstract
In this paper, an emergency collision avoidance system is proposed by including not only braking but also steering control actions. The minimum distance to avoid collision is calculated separately for braking and steering based on the relative motion to the surrounding vehicles and the lane information obtained through the vision sensor. For steering avoidance control, an optimal control input is calculated through the model predictive control that satisfies constraints such as safe avoidance region created by surrounding vehicles and capacity of the vehicle actuator. In particular, for avoiding collision by lane changing, the maximum lateral acceleration and the maximum angle of the trajectory are considered. In addition, the abrupt lateral movement in avoidance causes nonlinear characteristics in tires and, thus, tire parameters are estimated through EKF (Extended Kalman Filter) to improve model prediction accuracy. The control intervention time of avoidance maneuvering is determined for braking and steering, respectively. The simulation results demonstrate that the proposed algorithm of integrating AEB (Autonomous Emergency Braking) and AES (Autonomous Emergency Steering) can effectively avoid the collision in critical situations and that the host vehicle can still maintain the safety inside the road boundary.

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Journal ArticleDOI

Emergency Vehicle Driving Assistance System Using Recurrent Neural Network with Navigational Data Processing Method

Mohd. Anjum, +1 more
- 08 Feb 2023 - 
TL;DR: In this article , the authors proposed the Navigation Data Processing for Assisted Driving (NDP-AD) method, which employs a recurrent neural network learning approach to analyse opposing vehicle distance and traffic to provide accurate, independent guidance.
Journal ArticleDOI

Segmented Trajectory Planning Strategy for Active Collision Avoidance System

TL;DR: In this paper , a segmented trajectory planning strategy for active collision avoidance system is presented, where the collision avoidance trajectory is divided into three segments: lane changing, overtaking and back to original lane.
Journal ArticleDOI

Research on Hierarchical Control Strategy of Automatic Emergency Braking System

TL;DR: In this paper , a hierarchical control strategy of the emergency braking system is studied, where the upper controller is a collision time model for the decision-making of vehicle braking deceleration, and the collision time threshold is determined under the condition of considering comfort.
References
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Book

Model Predictive Control

TL;DR: In this article, the authors present a model predictive controller for a water heating system, which is based on the T Polynomial Process (TOP) model of the MPC.
Journal ArticleDOI

Predictive Active Steering Control for Autonomous Vehicle Systems

TL;DR: The effectiveness of the proposed MPC formulation is demonstrated by simulation and experimental tests up to 21 m/s on icy roads, and two approaches with different computational complexities are presented.
Journal ArticleDOI

A survey on motion prediction and risk assessment for intelligent vehicles

TL;DR: This paper points out the tradeoff between model completeness and real-time constraints, and the fact that the choice of a risk assessment method is influenced by the selected motion model.
Journal ArticleDOI

The magic formula tyre model

TL;DR: The Magic Formula model as mentioned in this paper provides a set of mathematical formulae from which the forces and moment acting from road to tyre can be calculated at longitudinal, lateral and camber slip conditions, which may occur simultaneously.
Journal ArticleDOI

Shared Steering Control Using Safe Envelopes for Obstacle Avoidance and Vehicle Stability

TL;DR: A shared control framework for obstacle avoidance and stability control using two safe driving envelopes is presented using a model predictive control scheme and is validated on an experimental vehicle working with human drivers to negotiate obstacles in a low friction environment.
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How can we design automatic emergency steering security systems that are safe and effective?

The paper proposes an emergency collision avoidance system that includes both braking and steering control actions, ensuring safe avoidance and maintaining the vehicle within the road boundary.