PREDICTION OF PARKING SPACE AVAILABILITY USING ARIMA AND NEURAL NETWORKS
نویسندگان
چکیده
It may be critical for drivers to have information about the occupancy rates of parking spaces around their destination in order reduce traffic density, a non-negligible part which caused by trips find an available space. In this study, we predict (and thus, space availability) using three different techniques: (i) auto-regressive integrated moving average model, (ii) seasonal model and (iii) neural networks. implementation phase, use data set on-street well-known “SFpark” project carried out San Francisco. We take into account not only past spaces, but also exogenous variables that affect corresponding as day type time period day. make predictions with structures each considered methods patterns then compare results best design also, evaluate terms superiority over other note performance networks is better than those approaches mean squared errors.
منابع مشابه
Prediction of parking space availability in real time
0957-4174/$ see front matter 2012 Elsevier Ltd. A doi:10.1016/j.eswa.2012.01.091 ⇑ Corresponding author. Tel.: +56 (32) 227 3744. E-mail addresses: [email protected] (F. C (C. Blazquez), [email protected] (P. Miranda). 1 Tel.: +56 (2) 661 5863. 2 Tel.: +56 (32) 227 3701. Intelligent parking reservation (IPR) systems allow customers to select a parking facility according to their preferenc...
متن کاملrodbar dam slope stability analysis using neural networks
در این تحقیق شبکه عصبی مصنوعی برای پیش بینی مقادیر ضریب اطمینان و فاکتور ایمنی بحرانی سدهای خاکی ناهمگن ضمن در نظر گرفتن تاثیر نیروی اینرسی زلزله ارائه شده است. ورودی های مدل شامل ارتفاع سد و زاویه شیب بالا دست، ضریب زلزله، ارتفاع آب، پارامترهای مقاومتی هسته و پوسته و خروجی های آن شامل ضریب اطمینان می شود. مهمترین پارامتر مورد نظر در تحلیل پایداری شیب، بدست آوردن فاکتور ایمنی است. در این تحقیق ...
Availability Prediction of the Repairable Equipment using Artificial Neural Network and Time Series Models
In this paper, one of the most important criterion in public services quality named availability is evaluated by using artificial neural network (ANN). In addition, the availability values are predicted for future periods by using exponential weighted moving average (EWMA) scheme and some time series models (TSM) including autoregressive (AR), moving average (MA) and autoregressive moving avera...
متن کاملIntelligent Car Parking Using Fuzzy-Neural Networks
This paper analyzes the performance and practical implementation of fuzzy-neural networks for the autonomous motion of mobile robots. The designed fuzzy-neural controller is a refined version of a conventional fuzzy controller, and was trained to optimize a given cost function minimizing positioning error. It was found that the mobile robot with fuzzy-neural controller presents good positioning...
متن کاملذخیره 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: Endüstri mühendisli?i dergisi
سال: 2023
ISSN: ['1300-3410', '2667-7539']
DOI: https://doi.org/10.46465/endustrimuhendisligi.1241453