parking fee
A Machine Learning Approach for Modelling Parking Duration in Urban Land-use
Parmar, Janak, Das, Pritikana, Dave, Sanjaykumar
Parking is an inevitable issue in the fast-growing developing countries. Increasing number of vehicles require more and more urban land to be allocated for parking. However, a little attention has been conferred to the parking issues in developing countries like India. This study proposes a model for analysing the influence of car users' socioeconomic and travel characteristics on parking duration. Specifically, artificial neural networks (ANNs) is deployed to capture the interrelationship between driver characteristics and parking duration. ANNs are highly efficient in learning and recognizing connections between parameters for best prediction of an outcome. Since, utility of ANNs has been critically limited due to its Black Box nature, the study involves the use of Garson algorithm and Local interpretable model-agnostic explanations (LIME) for model interpretations. LIME shows the prediction for any classification, by approximating it locally with the developed interpretable model. This study is based on microdata collected on-site through interview surveys considering two land-uses: office-business and market/shopping. Results revealed the higher probability of prediction through LIME and therefore, the methodology can be adopted ubiquitously. Further, the policy implications are discussed based on the results for both land-uses. This unique study could lead to enhanced parking policy and management to achieve the sustainability goals.
Driverless cars will trigger gridlock chaos as they roam the roads to avoid parking fees
Driverless cars will cruise around city centres while their owners shop instead of parking to avoid extortionate parking fees, according to new research. The influx of the controversial vehicles meandering around the roads would likely increase congestion and cause huge traffic jams, scientists claim. During this time they will also save petrol by going slow to'kill time' - amplifying the issue. Driverless cars will cruise around city centres while their owners shop instead of parking to avoid extortionate parking fees, according to new research. Adam Millard-Ball, an associate professor of environmental studies at the University of California, Santa Cruz, said: 'Parking prices are what get people out of their cars and on to public transit.