Large-Scale Multi-Fleet Platoon Coordination: A Dynamic Programming Approach

نویسندگان

چکیده

Truck platooning is a promising technology that enables trucks to travel in formations with small inter-vehicle distances for improved aerodynamics and fuel economy. The real-world transportation system includes vast number of owned by different fleet owners, example, carriers. To fully exploit the benefits platooning, efficient dispatching strategies facilitate platoon across fleets are required. This paper presents distributed framework addressing multi-fleet coordination large networks, where each truck has fixed route aims maximize its own fleet’s profit scheduling waiting times at hubs. time problem individual formulated as optimal control continuous decision space reward function takes non-zero values only discrete points. By suitably discretizing state spaces, we show can be solved exactly dynamic programming, without loss optimality. Finally, realistic simulation study conducted over Swedish road network $5,000$ evaluate efficiency approach. shows that, compared single-fleet provided our method achieves around notation="LaTeX">$15$ higher monetary increases CO notation="LaTeX">$_2$ emission reductions from notation="LaTeX">$0.4\%$ notation="LaTeX">$5.5\%$ . In addition, it developed approach carried out real-time thus suitable systems.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

An Approximate Dynamic Programming Algorithm for Large-Scale Fleet Management: A Case Application

We address the problem of developing a model to simulate at a high level of detail the movements of over 6,000 drivers for Schneider National, the largest truckload motor carrier in the United States. The goal of the model is not to obtain a better solution but rather to closely match a number of operational statistics. In addition to the need to capture a wide range of operational issues, the ...

متن کامل

Efficient Dynamic Programming Solution to a Platoon Coordination Merge Problem With Stochastic Travel Times

The problem of maximizing the probability of two trucks being coordinated to merge into a platoon on a highway is considered. Truck platooning is a promising technology that allows heavy vehicles to save fuel by driving with small automatically controlled intervehicle distances. In order to leverage the full potential of platooning, platoons can be formed dynamically en route by small adjustmen...

متن کامل

Coordination in Large-Scale Multi-Agent Systems

There exists no official, universally accepted definition of agency within the artificial intelligence community, only perceptions of what an agent ‘should be’ [1]. The most widely cited description of agency is that which Woolridge and Jennings call ‘a weak notion of agency’: a system with properties of autonomy, social ability, reactivity and pro-activity [2]. A multi-agent system is simply o...

متن کامل

A Compromise Decision-making Model for Multi-objective Large-scale Programming Problems with a Block Angular Structure under Uncertainty

This paper proposes a compromise model, based on the technique for order preference through similarity ideal solution (TOPSIS) methodology, to solve the multi-objective large-scale linear programming (MOLSLP) problems with block angular structure involving fuzzy parameters. The problem involves fuzzy parameters in the objective functions and constraints. This compromise programming method is ba...

متن کامل

Computational Methods for Large-Scale Dynamic Programming

Description: This course offers an introduction to the methodology of large-scale dynamic programming, with emphasis on computational methods and applications. The objective is to provide students in the areas of operations management, finance and economics with working knowledge of the dynamic programming methodology and state-of-the-art approaches for dealing with the curse of methodology. By...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: IEEE Transactions on Intelligent Transportation Systems

سال: 2023

ISSN: ['1558-0016', '1524-9050']

DOI: https://doi.org/10.1109/tits.2023.3298564