Towards Smart Transportation System

نویسندگان

چکیده

Smart transportation system is a cross-field research topic that involves both the organizations manage large-scaled and individual end-users who enjoy these services. Recent advancement of machine learning-based algorithms has either enabled or improved wide range applications due to its strength in making accurate predictions for complex problems with minimal amount domain knowledge great ability generalization. These nice properties imply potential be explored building smart system. This paper studies how deep reinforcement learning (DRL) can used optimize operating policy modern bike sharing systems. As case study, authors demonstrate power DRL by showing policy-gradient-based approach rebalancing problem system, which simultaneously improve user experience reduce operational expense.

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

Smart Vehicular Transportation Systems

This work builds upon established Sandia intelligent systems technology to develop a unique approach for the integration of intelligent system control into the U. S. Highway and urban transportation systems. The Sandia developed concept of the COPILOT controller integrates a human driver with computer control to increase human performance while reducing reliance on detailed driver attention. Th...

متن کامل

Smart Antenna Based Broadband communication in Intelligent Transportation system

This paper presents a review for the development of Intelligent Transportation System (ITS) world wide and the use of Smart Antennas in ITS. This review work also discusses the usual problems in ITS and proposes the solution of such problems using smart antennas.

متن کامل

Towards Building Intelligent Transportation Information Service System on Grid

Poor interpretability of current transportation systems has become an obstacle to further develop the intelligent transportation systems (ITS). Our design and implementation of intelligent transportation information service systems (ITIS) focuses on integrating heterogeneous data, transportation systems, and resources by using the grid technique. The ITIS project will refine and summarize the b...

متن کامل

Intelligent Transportation System (ITS) for Smart-Cities using Mamdani Fuzzy Inference System

It is estimated that more than half of the world population lives in cities according to (UN forecasts, 2014), so cities are vital. Cities, as we all know facing with complex challenges – for smart cities the outdated traditional planning of transportation, environmental contamination, finance management and security observations are not adequate. The developing framework for smart-city require...

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: Journal of Organizational and End User Computing

سال: 2021

ISSN: ['1546-2234', '1546-5012']

DOI: https://doi.org/10.4018/joeuc.20210501.oa3