Exploring the Individual Travel Patterns Utilizing Large-Scale Highway Transaction Dataset

نویسندگان

چکیده

With the spread of electronic toll collection (ETC) and payment, it is still a challenging issue to develop systematic approach investigate highway travel patterns. This paper proposed explore spatial–temporal patterns support traffic management. Travel were extracted from transaction dataset, which provides wealth individual information. Additionally, this constructed analysis framework, involving individual, temporal spatial attributes, on basis RFM (Recency, Frequency, Monetary) model. In addition traditional factors, weekday trip repeated rate introduced in study. Subsequently, various models, K-means, Fuzzy C-means SOM (Self-organizing Map) employed According performance evaluation, model presented better was utilized final analysis. The results indicated that six groups categorized with significant difference. Through further investigation, we found random traveler occupied over 40% samples, while commuting long-range freight relatively fixed also meaningful for authority discussion implication be integrated dynamic pricing strategy discussed.

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

VoxCeleb: A Large-Scale Speaker Identification Dataset

Most existing datasets for speaker identification contain samples obtained under quite constrained conditions, and are usually hand-annotated, hence limited in size. The goal of this paper is to generate a large scale text-independent speaker identification dataset collected ‘in the wild’. We make two contributions. First, we propose a fully automated pipeline based on computer vision technique...

متن کامل

Demand Elasticities for Highway Travel

An elasticity summarizes a large amount of information in a single number. Levels and distribution of incomes, price levels of the specific good and of substitute and complementary goods, preferences and tastes, transaction costs, etc., can, ceteris paribus, affect the measured value of any particular demand-price elasticity. The elasticity concept normalizes for the measurement scales (e.g., p...

متن کامل

Large-scale Multiview 3D Hand Pose Dataset

Accurate hand pose estimation at joint level has several uses on human-robot interaction, user interfacing and virtual reality applications. Yet, it currently is not a solved problem. The novel deep learning techniques could make a great improvement on this matter but they need a huge amount of annotated data. The hand pose datasets released so far present some issues that make them impossible ...

متن کامل

Exploring the Architecture of Ultra Large Scale

An Ultra Large System is a system with no central control and composed of multiple interacting components solving a variety of different problems. Canonical examples are the internet or the US Electric grid. This talk will explore some of the characteristics of the architecture of such systems. We explore the architectural characteristics by examining the governance, the characteristics of Ultr...

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: Sustainability

سال: 2022

ISSN: ['2071-1050']

DOI: https://doi.org/10.3390/su142114196