Planning routes in road freight minimizing logistical costs and accident risks

08/20/2022
by   Gabriel Adam Bilato, et al.
0

The Vehicle Routing Problem (VRP) has been widely studied throughout its history as a way of optimizing routes by minimizing distances, and the issue of risk in VRP has been received less attention, which is essential to increase transport safety, to reduce accident costs and to improve delivery reliability. In this way, this paper aims to support decision makers to plan routes for a road freight company considering both, i.e. logistics cost and safety. An analytical approach based on statistics was developed in which official government data of accidents occurrences and data from cargo insurance companies were used to estimate the risk cost of routes using the Monte Carlo simulation. The Capacitated Vehicle Routing Problem (CVRP) was employed and logistics and risk costs were minimized by varying a specific safety level coefficient and the model generated solutions with safer routes, reducing risk cost by up to approximately 18 each route represented values as expected and the main contributions of this paper is the applicability of the approach to support decision markers to choose routes considering safety and logistics costs, and to be a simple and adaptable methodology for any VRP model. In addition Knime Analytics Platform was also used to estimate the accidents probabilities and to simplify data exploration, analysis, visualization and interpretation.

READ FULL TEXT

page 16

page 17

research
07/20/2023

RCVaR: an Economic Approach to Estimate Cyberattacks Costs using Data from Industry Reports

Digitization increases business opportunities and the risk of companies ...
research
10/31/2020

Optimizing Waste Management Collection Routes in Urban Haiti: A Collaboration between DataKind and SOIL

Sustainable Organic Integrated Livelihoods (SOIL) is a research and deve...
research
09/17/2019

Vehicle routing by learning from historical solutions

The goal of this paper is to investigate a decision support system for v...
research
06/22/2021

Online Ordering Platform City Distribution Based on Genetic Algorithm

Since the rising of the takeaway ordering platform, the M platform has t...
research
09/09/2021

Risk-perception-aware control design under dynamic spatial risks

This work proposes a novel risk-perception-aware (RPA) control design us...
research
08/31/2023

Individually Rational Collaborative Vehicle Routing through Give-And-Take Exchanges

In this paper, we are concerned with the automated exchange of orders be...

Please sign up or login with your details

Forgot password? Click here to reset