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"Human-machine Authority Allocation in Indirect Cooperative Shared Stee" by Hongbo Wang, Lizhao Feng et al.

In the man-machine co-driving, most of the existing indirect cooperative shared steering control(ICSSC) strategies adopt fixed driver models and are designed based on rules. However, the fixed driver model is difficult to match with the actual situation, and the rule-based strategy is hard to be designed under the multi-dimensional feature input and the multi-objective conditions and require complicated parameters adjustment. A driver model that conforms to the driving characteristics of drivers with actual driving data is established, and an ICSSC strategy is proposed based on reinforcement learning in this paper, so as to realize the dynamic allocation of human-machine steering driving weight. Firstly, the vehicle dynamics model is established according to the vehicle longitudinal, lateral and yaw dynamics, the driver driving data is collected, and then the trajectory tracking MPC (Model Predictive Control) steering controller is designed. Secondly, DQN (Deep Q-Network), DDPG (Deep D ....

Model Predictive Control , Deepq Network , Deep Deterministic Policy Gradient , Twin Delayed Deep Deterministic Policy Gradient , Heuristic Algorithms , Human Machine Systems , Ndirect Shared Steering Control Strategy , An Machine Co Driving , Multi Objective , Reinforcement Learning , Resource Management , Vehicle Dynamics , Weight Distribution ,

Multi-objective personalization boosts ad consumption by 61 per cent while video consumption drops by 4 per cent: VDO.AI Research

Delhi [India], March 31 (ANI/BusinessWire India): To study the multi-objective personalization of the length and skippability of video advertisements, recently a research was conducted by Omid Rafieian, Assistant Professor at Cornell University - Cornell Tech NYC, Anuj Kapoor, professor at IIM Ahmedabad along with Amitt Sharma, Founder, and CEO at VDO.AI under the endorsement of Z1 Media ....

Omid Rafieian , Anuj Kapoor , Amitt Sharma , Indian Institute Of Management Ahmedabad , Professor At Cornell University , Cornell University , Businesswire India , Assistant Professor , Indian Institute , Management Ahmedabad , Multi Objective , Ddo Ai , Ews India ,