Evaluation Of The Effectiveness Of Neural Network Models In The Modeling Of Intra-City Highway Accidents
Journal Title: Human Ecology - Year 2022, Vol 1, Issue 1
Abstract
This paper discusses research evaluating the efficiency of neural network models in modeling inner-city highway accidents. As a case study, accident data from urban highways in Mashhad and variables related to traffic flow and road geometry are used as input variables for neural network modeling. Neural network modeling involves three steps: determining the neural network architecture, determining the transfer functions, training and errors, and creating neural network models. In this research, two neural network models were presented to estimate the number of financial and fatal accidents on inner-city highways. To evaluate the efficiency and accuracy of the models, the number of accidents estimated by the models was compared with the observed number and the value of R was used. On this basis, the presented models are suitable for estimating the number of financial and fatal accidents.
Authors and Affiliations
Moorvari, E.
Keywords
Related Articles
- EP ID EP715791
- DOI 10.22034/el.2022.362191.1002
- Views 75
- Downloads 0
Detection of oil slicks in the Persian Gulf using MODIS sensor images
The advances in technology have made it an alternative to traditional methods of monitoring, identifying and analyzing oil spills. SAR sensors are commonly used to detect oil spots, but their use of images is limited due...
Explaining The Necessity of Garden City System In Urban Planning Projects Of Iran
The Garden city movement emerged when human abuse of nature and the natural environment was increasingly included in the political of Western reformers who were eager for civilization and progress. Garden city could redu...
Analyzing The Causes And factor AffectingThe Production Of Garden City in Peri-Urban Areas Of Zanjan
Most of the cities in the country have encroached upon the agricultural lands around them, which were once called Garden City. These lands have been converted into construction sites, removing them from the scope of prof...
Evaluation Of The Effects Of Rainbow Trout Fish Farms On Qala-Rodkhan River Water Using Physicochemical Parameters - Gilan Province
The effect of rainbow trout fish farms effluent on the physical and chemical components of Qala Rudkhan river water was investigated. 6 study stations were selected along the river 2 stations from Foshe branch (as contro...
Investigating The Effect of ClimateChange On The FutureTourism of Lorestan Province using The TCI index And RCP Scenarios
It is said that climate change will have a negative impact on the tourism industry, since climate is one of the fundamental variables of tourism. In order to investigate the impact of climate change on the future situati...