Pothole Detection and Warning System for Indian Roads

This paper is based on an application of mobile sensing: sensing and gathering the surface condition of roads. We will fabricate a system and mention the required algorithms to sense the road anomalies by making a portable sensor that can be equipped in any car or public transport. We will call this system pothole detection system (PDS), it will use the mobility of the particular vehicle on which the system will be fitted, and side by side gather data from the vibrations and the GPS sensors, and further process and filter the data to monitor road surface condition. At first, we will deploy the PDS on our own vehicle and test it out in a particular sector of Noida. Using the machine learning approach, we were able to identify and classify the potholes and other road anomalies from the accelerometer data. From the continuous testing and gathering data on a particular stretch of road, we were able to put an algorithm that will successfully detect a pothole with 4.3% chance of failure or if the pothole is too small to be detected. It was further conducted a manual inspection of the reported potholes and found that 80% of the road anomalies reported are in need of serious repair.

[1]  Anil Kumar,et al.  Ride comfort of a higher speed rail vehicle using a magnetorheological suspension system , 2018 .

[2]  S. Shivaji,et al.  Ecological preferences of large carnivores in remote, high-altitude protected areas: insights from Buxa Tiger Reserve, India , 2017, Oryx.

[3]  S. Mohapatra,et al.  Production of Polyhydroxyalkanoates (PHAs) by Bacillus Strain Isolated from Waste Water and Its Biochemical Characterization , 2015, Proceedings of the National Academy of Sciences, India Section B: Biological Sciences.

[4]  Anil Kumar,et al.  Dynamics Analysis of Wheel Rail Contact Using FEA , 2016 .

[5]  S. K. Pradhan,et al.  Structural and thermal characterization of PHAs produced by Lysinibacillus sp. through submerged fermentation process. , 2016, International journal of biological macromolecules.

[6]  Silvano Erlicher,et al.  A modified hybrid Van der Pol–Duffing–Rayleigh oscillator for modelling the lateral walking force on a rigid floor , 2017 .

[7]  S. Mohapatra,et al.  Milk derived bioactive peptides and their impact on human health – A review , 2015, Saudi journal of biological sciences.

[8]  R. Sharma,et al.  Sensitivity analysis of three-wheel vehicle’s suspension parameters influencing ride behavior , 2018, Noise & Vibration Worldwide.

[9]  Rakesh Chandmal Sharma,et al.  An Investigation of a Locomotive Structural Crashworthiness Using Finite Element Simulation , 2018 .

[10]  Anil Kumar,et al.  Challenges in Rail Vehicle-Track Modeling and Simulation , 2015 .

[11]  Rakesh Chandmal Sharma,et al.  Analysis of Creep Force and its Sensitivity on Stability and Vertical-lateral Ride for Railway Vehicle , 2016 .

[12]  Anil Kumar,et al.  Disturbance rejection and force-tracking controller of nonlinear lateral vibrations in passenger rail vehicle using magnetorheological fluid damper , 2017 .

[13]  Rakesh Chandmal Sharma,et al.  Modernization of Railway Track with Composite Sleepers , 2018 .

[14]  S. Mohapatra,et al.  Bioconversion of fish solid waste into PHB using Bacillus subtilis based submerged fermentation process , 2017, Environmental technology.

[15]  Silvano Erlicher,et al.  A Nonlinear Oscillator Model to Generate Lateral Walking Force on a Rigid Flat Surface , 2017 .

[16]  Rakesh Chandmal Sharma,et al.  Simulation of Quarter-Car Model with Magnetorheological Dampers for Ride Quality Improvement , 2018 .

[17]  Mousumi Hazra,et al.  Putative protein VC0395_0300 from Vibrio cholerae is a diguanylate cyclase with a role in biofilm formation. , 2017, Microbiological research.

[18]  Rakesh Chandmal Sharma Sensitivity Analysis of Ride Behaviour of Indian Railway Rajdhani Coach Using Lagrangian Dynamics , 2013 .

[19]  Rakesh Chandmal Sharma Evaluation of Passenger Ride Comfort of Indian Rail and Road Vehicles with ISO 2631-1 Standards Part 1 - Mathematical Modelling , 2016 .

[20]  Anil Kumar,et al.  Ride performance of a high speed rail vehicle using controlled semi active suspension system , 2017 .

[21]  Swati Mohapatra,et al.  Single Cell Oil from Oleaginous Yeast Grown on Sugarcane Bagasse-Derived Xylose: An Approach toward Novel Biolubricant for Low Friction and Wear , 2018 .

[22]  Anil Kumar,et al.  Impact of Longitudinal Train Dynamics on Train Operations: A Simulation-Based Study , 2018 .

[23]  Anil Kumar,et al.  Semi-active Control to Reduce Lateral Vibration of Passenger Rail Vehicle Using Disturbance Rejection and Continuous State Damper Controllers , 2019 .

[24]  Rakesh Chandmal Sharma Evaluation of Passenger Ride Comfort of Indian Rail and Road Vehicles with ISO 2631-1 Standards Part 2 - Simulation , 2016 .

[25]  Sunil Kumar Sharma,et al.  Jerk analysis in rail vehicle dynamics , 2016 .

[26]  Prakash Kumar,et al.  Modelling of Lateral Human Walking Force by Self-sustained Oscillator , 2016 .

[27]  Swati Mohapatra,et al.  Secondary Structural Models (16S rRNA) of Polyhydroxyalkanoates Producing Bacillus Species Isolated from Different Rhizospheric Soil: Phylogenetics and Chemical Analysis , 2016 .

[28]  Rakesh Chandmal Sharma,et al.  A Review on Dynamic Analysis of Rail Vehicle Coach , 2018, International Journal of Vehicle Structures and Systems.

[29]  Partha Pratim Roy,et al.  Systematic investigation and in vitro biocompatibility studies on implantable magnetic nanocomposites for hyperthermia treatment of osteoarthritic knee joints , 2017, Journal of Materials Science.

[30]  M. Garg,et al.  Vibration Analysis of Radial Drilling Machine Structure Using Finite Element Method , 2012 .

[31]  Rakesh Chandmal Sharma,et al.  Ride Analysis of an Indian Railway Coach using Lagrangian Dynamics , 2011 .

[32]  R. Sharma,et al.  Stress and Vibrational Analysis of an Indian Railway RCF Bogie , 2018 .

[33]  Anil Kumar,et al.  Impact of electric locomotive traction of the passenger vehicle Ride quality in longitudinal train dynamics in the context of Indian railways , 2017 .

[34]  Sunil Kumar Sharma Multibody analysis of longitudinal train dynamics on the passenger ride performance due to brake application , 2019 .

[35]  Swati Mohapatra,et al.  Microbial Bioremediation of Industrial Effluents , 2014 .

[36]  Rakesh Chandmal Sharma Recent Advances in Railway Vehicle Dynamics , 2012 .

[37]  Rakesh Chandmal Sharma,et al.  Ride, eigenvalue and stability analysis of three-wheel vehicle using Lagrangian dynamics , 2017 .

[38]  Vitomir Racic,et al.  Modelling vertical human walking forces using self-sustained oscillator , 2018 .

[39]  Swati Mohapatra,et al.  Milk Derived Antimicrobial Bioactive Peptides: A Review , 2016 .

[40]  Rakesh Chandmal Sharma Stability and Eigenvalue Analysis of an Indian Railway General Sleeper Coach Using Lagrangian Dynamics , 2013 .

[41]  Rakesh Chandmal Sharma,et al.  Dynamic Analysis of Indian Railway Integral Coach Factory Bogie , 2015 .

[42]  Vitomir Racic,et al.  Modeling of Longitudinal Human Walking Force Using Self-Sustained Oscillator , 2018, International Journal of Structural Stability and Dynamics.