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Dr. Leonardo Caggiani
Department of Civil, Environmental, Land, and Building Engineering and Chemistry, Polytechnic University of Bari, via Edoardo Orabona, 4, 70126 Bari, Italy

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Research Keywords & Expertise

0 Data Envelopment Analysis
0 Uncertainty
0 Sustainable mobility
0 Transportation network design
0 Bike-sharing systems

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Bike-sharing systems
Uncertainty
Data Envelopment Analysis
Sustainable mobility
Transportation network design

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Editorial
Published: 06 July 2021 in Sustainability
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Bike-sharing systems (BSSs) are a mobility service of public bicycles available for shared use that is becoming increasingly popular in urban contexts

ACS Style

Leonardo Caggiani; Rosalia Camporeale. Toward Sustainability: Bike-Sharing Systems Design, Simulation and Management. Sustainability 2021, 13, 7519 .

AMA Style

Leonardo Caggiani, Rosalia Camporeale. Toward Sustainability: Bike-Sharing Systems Design, Simulation and Management. Sustainability. 2021; 13 (14):7519.

Chicago/Turabian Style

Leonardo Caggiani; Rosalia Camporeale. 2021. "Toward Sustainability: Bike-Sharing Systems Design, Simulation and Management." Sustainability 13, no. 14: 7519.

Journal article
Published: 08 February 2021 in Sustainability
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Recent statistics shows that CO2 emissions from road transport have been increasing. In addition, the paradigm of “more electric vehicles” does not seem to be positive from the environmental point of view. In fact, assuming the current energy mix system, studies focusing on Life Cycle Assessment and Well-To-Wheels analysis demonstrate that electric vehicles are less eco-friendly than traditional internal combustion-based engines. Then, it is mandatory to shift toward renewable energy sources to produce electricity with less CO2 emission. In this work, it is proposed to use a new e-vehicles charging system based on Pumps used as Turbine (PATs). This system uses the pressure in excess that could be available in a water distribution network (WDN). Such an excess of pressure is usually destroyed by pressure-reducing valves with the aim to reduce water leaks. PATs are also able to reduce water pressure and produce electrical energy that can be supplied to e-vehicles charging stations. Then, a bi-level methodology to design and optimize the e-charging stations system for (individual or shared) e-bikes and/or e-scooters is proposed. The method allows determining the optimal number of e-vehicles, charging stations docks, and PATs on the study area according to the WDN layout and hydraulic properties as well as the road network characteristics and demand of e-vehicles. The potential of the methodology is shown by an application to a real case study.

ACS Style

Gabriella Balacco; Mario Binetti; Leonardo Caggiani; Michele Ottomanelli. A Novel Distributed System of e-Vehicle Charging Stations Based on Pumps as Turbine to Support Sustainable Micromobility. Sustainability 2021, 13, 1847 .

AMA Style

Gabriella Balacco, Mario Binetti, Leonardo Caggiani, Michele Ottomanelli. A Novel Distributed System of e-Vehicle Charging Stations Based on Pumps as Turbine to Support Sustainable Micromobility. Sustainability. 2021; 13 (4):1847.

Chicago/Turabian Style

Gabriella Balacco; Mario Binetti; Leonardo Caggiani; Michele Ottomanelli. 2021. "A Novel Distributed System of e-Vehicle Charging Stations Based on Pumps as Turbine to Support Sustainable Micromobility." Sustainability 13, no. 4: 1847.

Journal article
Published: 17 January 2021 in Sustainability
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This paper focuses on the efficiency evaluation of bike-sharing systems (BSSs) and develops an approach based on data envelopment analysis (DEA) to support the decisions regarding the performance evaluation of BSS stations. The proposed methodology is applied and tested for the Malmöbybike BSS in Malmö, Sweden. This was done by employing spatial analyses and data about the BSS usage trends as well as taking into account transport, land use, and socioeconomic context of the case study. The results of the application demonstrate consistency with the literature and highlight meaningful associations between the station relative efficiency and the urban context. More specifically, the paper provides in-depth knowledge about the preprocessing data, selection of input and output variables, and the underlying analytical approach to be potentially applied to other cases and urban contexts. Overall, the DEA-based methodology presented in this study could assist decision-makers and planners with developing operational strategies for planning and management of BSS stations and networks.

ACS Style

Leonardo Caggiani; Rosalia Camporeale; Zahra Hamidi; Chunli Zhao. Evaluating the Efficiency of Bike-Sharing Stations with Data Envelopment Analysis. Sustainability 2021, 13, 881 .

AMA Style

Leonardo Caggiani, Rosalia Camporeale, Zahra Hamidi, Chunli Zhao. Evaluating the Efficiency of Bike-Sharing Stations with Data Envelopment Analysis. Sustainability. 2021; 13 (2):881.

Chicago/Turabian Style

Leonardo Caggiani; Rosalia Camporeale; Zahra Hamidi; Chunli Zhao. 2021. "Evaluating the Efficiency of Bike-Sharing Stations with Data Envelopment Analysis." Sustainability 13, no. 2: 881.

Journal article
Published: 10 September 2020 in Transportation Research Part A: Policy and Practice
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Bike-sharing systems can be implemented to complete the coverage of public transport networks which could be insufficient to serve an entire urban area. Some methodologies that maximise coverage or accessibility are suggested in the literature. In this paper, we propose a bike-sharing stations location model that includes not only these issues but also equality aspects. The model aims to minimise inequalities in bicycle-public transport mobility among observed population groups trying to maintain specified levels of accessibility and coverage at the same time. We evaluated the performance of the model on a test network and carried out a sensitivity analysis according to the available budget. The results showed that maximising accessibility or coverage alone, without considering equality, may lead to an unequal distribution of accessibility among the population, producing discrimination between different groups. The outcomes of the application revealed the significance of the model in evaluating equality in the network design phase for achieving not only a satisfactory bike-sharing system and public transport multimodal accessibility of each zone but also a high equality measure among the considered population groups. Budget availability also played an essential role since a minimum budget value is needed to achieve higher levels of equality. The proposed approach could serve transport and public authorities as a decision support system in planning future investment as well as promoting multimodal mobility because it links bike-sharing stations with stops/stations of the public transport lines networks.

ACS Style

Leonardo Caggiani; Aleksandra Colovic; Michele Ottomanelli. An equality-based model for bike-sharing stations location in bicycle-public transport multimodal mobility. Transportation Research Part A: Policy and Practice 2020, 140, 251 -265.

AMA Style

Leonardo Caggiani, Aleksandra Colovic, Michele Ottomanelli. An equality-based model for bike-sharing stations location in bicycle-public transport multimodal mobility. Transportation Research Part A: Policy and Practice. 2020; 140 ():251-265.

Chicago/Turabian Style

Leonardo Caggiani; Aleksandra Colovic; Michele Ottomanelli. 2020. "An equality-based model for bike-sharing stations location in bicycle-public transport multimodal mobility." Transportation Research Part A: Policy and Practice 140, no. : 251-265.

Journal article
Published: 20 March 2020 in Transportation Research Procedia
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Efficient and sustainable mobility is becoming a need for emerging metropolitan areas, essential to grant their attractiveness, quality of life and economic power. Among the possible strategies to adopt, shared mobility systems have proven to be a valuable alternative to accommodate the mobility needs of citizens ensuring at the same time sustainability and transport flexibility. In particular, this paper focuses on bike-sharing systems. Despite many studies have recognized the importance of planning processes supported by equity principles, only a few have integrated spatial equity concepts in the planning of a bike-sharing system. With this research, we want to propose an original model to determine the number and layout of bike stations, as well as the number of bicycles and racks for each of them. The suggested approach aims at minimizing the costs associated with the system implementation and operation while balancing the level of service for all the users over the territory. A set of illustrative examples and a sensitivity analysis are provided.

ACS Style

Leonardo Caggiani; Rosalia Camporeale; Branka Dimitrijević; Milorad Vidović. An approach to modeling bike-sharing systems based on spatial equity concept. Transportation Research Procedia 2020, 45, 185 -192.

AMA Style

Leonardo Caggiani, Rosalia Camporeale, Branka Dimitrijević, Milorad Vidović. An approach to modeling bike-sharing systems based on spatial equity concept. Transportation Research Procedia. 2020; 45 ():185-192.

Chicago/Turabian Style

Leonardo Caggiani; Rosalia Camporeale; Branka Dimitrijević; Milorad Vidović. 2020. "An approach to modeling bike-sharing systems based on spatial equity concept." Transportation Research Procedia 45, no. : 185-192.

Journal article
Published: 25 October 2019 in Transportation Research Part A: Policy and Practice
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Intermodality or combining more than one transport mode during a single trip has been put forward to facilitate a modal shift from private car to more environmentally friendly modes such as public transport, cycling or walking. Bike-and-ride – that is, integrating cycling and public transport in one trip – is an attractive combination, as cycling as an active and clean mode is faster than walking and more affordable and flexible than other alternative modes of transport. Using cycling as a feeder mode to public transport could potentially allow people to reach more opportunities and improve their mobility, and ultimately, their well-being. Therefore, it is relevant to investigate the inequalities in access to bike-and-ride options across population groups. In this context, we suggest assessing the inequalities in bicycle access to the main transport hubs of a city by developing a composite indicator based on accessibility measures and the Theil index of inequality. This indicator captures the role of both private and public bikes – part of a Bike Sharing System (BSS) – in accessing the existing public transport system. The novelty of our approach lies in bringing the distributional justice perspective in the accessibility evaluation of transport and analysing the inequalities within and between any arbitrarily defined population groups. Moreover, in addition to travel time by bike, this accessibility measure incorporates a series of bike-related features, such as the typology of bike lanes (separated from or shared with roads), the presence of a BSS in the network, and bike facilities (e.g., parking racks) in transport hubs. The proposed methodology is applied to a real case study of the city of Malmö, Sweden, to prove its efficacy and usefulness. In particular, we examine how the level of bicycle access to the major public transport destination (including train stations and regional bus hubs) varies across the population. While considering the contextual properties of the city of Malmö, the inequalities are analysed in relation to spatial dimension and social background of the population, it is possible to extend the proposed analysis by including further features of the population, such as income or gender, and apply the same approach to different contexts.

ACS Style

Zahra Hamidi; Rosalia Camporeale; Leonardo Caggiani. Inequalities in access to bike-and-ride opportunities: Findings for the city of Malmö. Transportation Research Part A: Policy and Practice 2019, 130, 673 -688.

AMA Style

Zahra Hamidi, Rosalia Camporeale, Leonardo Caggiani. Inequalities in access to bike-and-ride opportunities: Findings for the city of Malmö. Transportation Research Part A: Policy and Practice. 2019; 130 ():673-688.

Chicago/Turabian Style

Zahra Hamidi; Rosalia Camporeale; Leonardo Caggiani. 2019. "Inequalities in access to bike-and-ride opportunities: Findings for the city of Malmö." Transportation Research Part A: Policy and Practice 130, no. : 673-688.

Journal article
Published: 01 August 2019 in Transport Policy
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Over the past decade, the number of ongoing bike-sharing programs has remarkably risen. In this framework, operators need appropriate methodologies to support them in optimizing the allocation of their resources to globally enhance the bike-sharing program, even without massive and costly interventions on the existing configuration of the system. In this paper, we propose an optimization model able to determine how to employ a given budget to enhancing a bike-sharing system, maximizing the global user satisfaction. During the day, each bicycle station has a certain number of bikes that fluctuates according to the travel demand; it happens, however, that for certain time slots, the station is full or empty. Then, we propose to consider as key performance indicators the zero-vehicle time and the full-port time, that reflected respectively the duration of vehicle shortage and parking stall unavailability in the stations. Both these indicators, together with the lost users of the system, need to be kept to a minimum if the final aim is maximizing the customer satisfaction, i.e. not forcing the user to use other stations or turn/shift to other travel modes. We have analyzed the historical usage patterns of the bike-sharing stations, smoothing their trends (by wavelets), and operated a preliminary spatio-temporal clustering. Our model verifies the necessity of adding or removing racks to each station, setting at the same time the optimal number of bikes to allocate in them, and decide the eventual realization of further stations. Then, an application, both on a small test and a real-size network, is presented, together with a sensitivity analysis.

ACS Style

Leonardo Caggiani; Rosalia Camporeale; Mario Marinelli; Michele Ottomanelli. User satisfaction based model for resource allocation in bike-sharing systems. Transport Policy 2019, 80, 117 -126.

AMA Style

Leonardo Caggiani, Rosalia Camporeale, Mario Marinelli, Michele Ottomanelli. User satisfaction based model for resource allocation in bike-sharing systems. Transport Policy. 2019; 80 ():117-126.

Chicago/Turabian Style

Leonardo Caggiani; Rosalia Camporeale; Mario Marinelli; Michele Ottomanelli. 2019. "User satisfaction based model for resource allocation in bike-sharing systems." Transport Policy 80, no. : 117-126.

Journal article
Published: 01 July 2019 in Transportation Research Part A: Policy and Practice
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In the transportation literature, equity has been and is still used with a variety of meanings and purposes. Traditionally, equity has been considered in strategic transport planning but very few works have been addressing it in a quantitative way, detailing how to explicitly consider it at a transportation design level (tactical and/or operational) focusing on the consequent social role of transportation. This paper deal with how quantitatively incorporate spatial and social equity principles in the Transit Network Design Problem. With respect our previous preliminary study, this paper goes a step further in the definition of the solution to the problem, proposing a starting candidate route set generation procedure as preliminary step to solve before the main optimization. The objective function considers at the same time the cost of users, operators and unsatisfied demand, and a comprehensive horizontal and vertical equity indicator is also specified among the constraints of the problem. An extensive sensitivity analysis investigates how the costs of the system vary with respect to the achieved level of equity. Then, an application to a real case of study is presented to validate of the proposed methodology and highlight its usefulness and performances.

ACS Style

Rosalia Camporeale; Leonardo Caggiani; Michele Ottomanelli. Modeling horizontal and vertical equity in the public transport design problem: A case study. Transportation Research Part A: Policy and Practice 2019, 125, 184 -206.

AMA Style

Rosalia Camporeale, Leonardo Caggiani, Michele Ottomanelli. Modeling horizontal and vertical equity in the public transport design problem: A case study. Transportation Research Part A: Policy and Practice. 2019; 125 ():184-206.

Chicago/Turabian Style

Rosalia Camporeale; Leonardo Caggiani; Michele Ottomanelli. 2019. "Modeling horizontal and vertical equity in the public transport design problem: A case study." Transportation Research Part A: Policy and Practice 125, no. : 184-206.

Journal article
Published: 15 May 2019 in Sustainability
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Since bicycles and bike-sharing systems are becoming increasingly important in modern transportation contexts, we suggest in this paper an alternative method to incorporate cycling among the freight transport alternatives within urban areas. We propose pursuing a sustainable initiative of crowdsourced delivery where some of the urban good deliveries may be voluntarily undertaken by users of the free-floating bike-sharing systems while following their prefixed route in exchange for some kind of reward. We believe that a network design model that allows properly allocating the resources of the bike-shared mobility service could improve the potential of crowdshipping, making it a viable support and supplement for the local postal services, and more easily accepted and adopted in urban contexts. An application to a case study has been embodied to show the effectiveness and advantages of our proposal.

ACS Style

Mario Binetti; Leonardo Caggiani; Rosalia Camporeale; Michele Ottomanelli. A Sustainable Crowdsourced Delivery System to Foster Free-Floating Bike-Sharing. Sustainability 2019, 11, 2772 .

AMA Style

Mario Binetti, Leonardo Caggiani, Rosalia Camporeale, Michele Ottomanelli. A Sustainable Crowdsourced Delivery System to Foster Free-Floating Bike-Sharing. Sustainability. 2019; 11 (10):2772.

Chicago/Turabian Style

Mario Binetti; Leonardo Caggiani; Rosalia Camporeale; Michele Ottomanelli. 2019. "A Sustainable Crowdsourced Delivery System to Foster Free-Floating Bike-Sharing." Sustainability 11, no. 10: 2772.

Journal article
Published: 24 January 2019 in Transportation Research Procedia
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This study suggests an optimization framework to plan and design a network of bike lanes in an urban context, based on equity principles and subject to a given available budget. The novelty of the proposal consists in an objective function that aims at minimizing the existing inequities among different population groups in terms of accessibility/opportunity to the bikeways. The proposed methodology represents a reliable decision support system tool that could help transport authorities/managers to select the priority areas of their future investments related to the cycling infrastructures. To prove the effectiveness and value of the methodology, an application with relevant analysis to a test case study is presented.

ACS Style

Leonardo Caggiani; Rosalia Camporeale; Mario Binetti; Michele Ottomanelli. An urban bikeway network design model for inclusive and equitable transport policies. Transportation Research Procedia 2019, 37, 59 -66.

AMA Style

Leonardo Caggiani, Rosalia Camporeale, Mario Binetti, Michele Ottomanelli. An urban bikeway network design model for inclusive and equitable transport policies. Transportation Research Procedia. 2019; 37 ():59-66.

Chicago/Turabian Style

Leonardo Caggiani; Rosalia Camporeale; Mario Binetti; Michele Ottomanelli. 2019. "An urban bikeway network design model for inclusive and equitable transport policies." Transportation Research Procedia 37, no. : 59-66.

Journal article
Published: 11 January 2019 in Journal of Air Transport Management
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The purpose of the paper is to analyze performance of major carriers across Europe, with particular focus on those operating in Central and South East Europe. With the ultimate aim of becoming fully integrated into the European Union aviation market, these airlines underwent significant transformations in the last two decades. The study utilizes the Fuzzy Theory-based Data Envelopment Analysis to evaluate efficiency of the airlines since some of the indices (e.g. punctuality) could be subject to imprecise measurement. The set of airlines contains several major airlines operating in Western, Central and South-East Europe in 2008 and 2012, the years that coincide with the economic crisis and overall financial recovery. The results of the model indicate that Central and South-East European carriers tend to be less efficient in comparison to Western counterparts over the period observed, but their overall efficiency has generally improved based on the Malmquist index. Moreover, based on the calculation of the Malmquist index one can reveal that despite the fact that most of the Central and South-East Europe airlines succeeded to increase their technical efficiency through adoption of new technologies, they still remained out of the efficient frontier.

ACS Style

Jovana Kuljanin; Milica Kalić; Leonardo Caggiani; Michele Ottomanelli. A comparative efficiency and productivity analysis: Implication to airlines located in Central and South-East Europe. Journal of Air Transport Management 2019, 78, 152 -163.

AMA Style

Jovana Kuljanin, Milica Kalić, Leonardo Caggiani, Michele Ottomanelli. A comparative efficiency and productivity analysis: Implication to airlines located in Central and South-East Europe. Journal of Air Transport Management. 2019; 78 ():152-163.

Chicago/Turabian Style

Jovana Kuljanin; Milica Kalić; Leonardo Caggiani; Michele Ottomanelli. 2019. "A comparative efficiency and productivity analysis: Implication to airlines located in Central and South-East Europe." Journal of Air Transport Management 78, no. : 152-163.

Journal article
Published: 01 February 2018 in Transportation Research Part C: Emerging Technologies
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ACS Style

Leonardo Caggiani; Rosalia Camporeale; Michele Ottomanelli; Wai Yuen Szeto. A modeling framework for the dynamic management of free-floating bike-sharing systems. Transportation Research Part C: Emerging Technologies 2018, 87, 159 -182.

AMA Style

Leonardo Caggiani, Rosalia Camporeale, Michele Ottomanelli, Wai Yuen Szeto. A modeling framework for the dynamic management of free-floating bike-sharing systems. Transportation Research Part C: Emerging Technologies. 2018; 87 ():159-182.

Chicago/Turabian Style

Leonardo Caggiani; Rosalia Camporeale; Michele Ottomanelli; Wai Yuen Szeto. 2018. "A modeling framework for the dynamic management of free-floating bike-sharing systems." Transportation Research Part C: Emerging Technologies 87, no. : 159-182.

Journal article
Published: 12 January 2018 in IET Intelligent Transport Systems
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Recently, several prominent logistic companies in Europe and the USA are seriously considering the idea of using drones launched from trucks and working in parallel to deliver packages. In the relevant literature, a novel problem formulation called travelling salesman problem with drone has been introduced, and some modelling and solution approaches have been presented. Existing approaches are based on the main assumption that the truck can dispatch and pick up a drone only at a node, i.e. the depot or a customer location. Here, the authors present a novel approach aimed to maximise the drone usage in parcel delivering. The authors consider that a truck can deliver and pick a drone up not only at a node but also along a route arc (en route). In this way, the operations of a drone are not strictly related to the customers’ position, but it can serve a wider area along the route. The authors tested the proposed heuristic on benchmark instances and analysed the benefits introduced with the en route approach.

ACS Style

Mario Marinelli; Leonardo Caggiani; Michele Ottomanelli; Mauro Dell'Orco. En route truck–drone parcel delivery for optimal vehicle routing strategies. IET Intelligent Transport Systems 2018, 12, 253 -261.

AMA Style

Mario Marinelli, Leonardo Caggiani, Michele Ottomanelli, Mauro Dell'Orco. En route truck–drone parcel delivery for optimal vehicle routing strategies. IET Intelligent Transport Systems. 2018; 12 (4):253-261.

Chicago/Turabian Style

Mario Marinelli; Leonardo Caggiani; Michele Ottomanelli; Mauro Dell'Orco. 2018. "En route truck–drone parcel delivery for optimal vehicle routing strategies." IET Intelligent Transport Systems 12, no. 4: 253-261.

Research article
Published: 29 October 2017 in Journal of Advanced Transportation
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Promoting a more sustainable development of urban realities is one of the most important goals of the recent decades. One possible strategy to undertake in order to achieve this objective is the implementation of a road pricing: tolling private cars when passing by certain roads of the network could be a way to tone down the traffic congestion and, at the same time, encourage the shifting towards more sustainable means of transport. In this context, we suggest a method to distribute in a fair way the outcomes/revenues of this pricing strategy. In particular, we propose to design a free-floating bike-sharing system whose resources could be allocated in the territory according to spatial and social equity principles. The relation between the amount of the tolls, the number of days of application of the policy, and the pursued equity is investigated, and both a numerical application (to a test network and to a real case study) and a sensitivity analysis in support of the method are enclosed.

ACS Style

Leonardo Caggiani; Rosalia Camporeale; Michele Ottomanelli. Planning and Design of Equitable Free-Floating Bike-Sharing Systems Implementing a Road Pricing Strategy. Journal of Advanced Transportation 2017, 2017, 1 -18.

AMA Style

Leonardo Caggiani, Rosalia Camporeale, Michele Ottomanelli. Planning and Design of Equitable Free-Floating Bike-Sharing Systems Implementing a Road Pricing Strategy. Journal of Advanced Transportation. 2017; 2017 ():1-18.

Chicago/Turabian Style

Leonardo Caggiani; Rosalia Camporeale; Michele Ottomanelli. 2017. "Planning and Design of Equitable Free-Floating Bike-Sharing Systems Implementing a Road Pricing Strategy." Journal of Advanced Transportation 2017, no. : 1-18.

Journal article
Published: 01 June 2017 in Case Studies on Transport Policy
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ACS Style

Leonardo Caggiani; Rosalia Camporeale; Mario Binetti; Michele Ottomanelli. A road network design model considering horizontal and vertical equity: Evidences from an empirical study. Case Studies on Transport Policy 2017, 5, 392 -399.

AMA Style

Leonardo Caggiani, Rosalia Camporeale, Mario Binetti, Michele Ottomanelli. A road network design model considering horizontal and vertical equity: Evidences from an empirical study. Case Studies on Transport Policy. 2017; 5 (2):392-399.

Chicago/Turabian Style

Leonardo Caggiani; Rosalia Camporeale; Mario Binetti; Michele Ottomanelli. 2017. "A road network design model considering horizontal and vertical equity: Evidences from an empirical study." Case Studies on Transport Policy 5, no. 2: 392-399.

Journal article
Published: 01 April 2017 in Transport Policy
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ACS Style

Leonardo Caggiani; Rosalia Camporeale; Michele Ottomanelli. Facing equity in transportation Network Design Problem: A flexible constraints based model. Transport Policy 2017, 55, 9 -17.

AMA Style

Leonardo Caggiani, Rosalia Camporeale, Michele Ottomanelli. Facing equity in transportation Network Design Problem: A flexible constraints based model. Transport Policy. 2017; 55 ():9-17.

Chicago/Turabian Style

Leonardo Caggiani; Rosalia Camporeale; Michele Ottomanelli. 2017. "Facing equity in transportation Network Design Problem: A flexible constraints based model." Transport Policy 55, no. : 9-17.

Conference paper
Published: 05 November 2016 in Advances in Intelligent Systems and Computing
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Free-floating bike sharing systems are an emerging new generation of bike rentals, that eliminates the need for specific stations and allows to leave a bicycle (almost) everywhere in the network. Although free-floating bikes allow much greater spontaneity and flexibility for the user, they need additional operational challenges especially in facing the bike relocation process. Then, we suggest a methodology able to generate spatio-temporal clusters of the usage patterns of the available bikes in every zone of the city, forecast the bicycles use trend (by means of Non-linear Autoregressive Neural Networks) for each cluster, and consequently enhance and simplify the relocation process in the network.

ACS Style

Leonardo Caggiani; Michele Ottomanelli; Rosalia Camporeale; Mario Binetti. Spatio-temporal Clustering and Forecasting Method for Free-Floating Bike Sharing Systems. Advances in Intelligent Systems and Computing 2016, 244 -254.

AMA Style

Leonardo Caggiani, Michele Ottomanelli, Rosalia Camporeale, Mario Binetti. Spatio-temporal Clustering and Forecasting Method for Free-Floating Bike Sharing Systems. Advances in Intelligent Systems and Computing. 2016; ():244-254.

Chicago/Turabian Style

Leonardo Caggiani; Michele Ottomanelli; Rosalia Camporeale; Mario Binetti. 2016. "Spatio-temporal Clustering and Forecasting Method for Free-Floating Bike Sharing Systems." Advances in Intelligent Systems and Computing , no. : 244-254.

Journal article
Published: 13 October 2016 in Transportation Planning and Technology
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ACS Style

Rosalia Camporeale; Leonardo Caggiani; A. Fonzone; Michele Ottomanelli. Quantifying the impacts of horizontal and vertical equity in transit route planning. Transportation Planning and Technology 2016, 40, 28 -44.

AMA Style

Rosalia Camporeale, Leonardo Caggiani, A. Fonzone, Michele Ottomanelli. Quantifying the impacts of horizontal and vertical equity in transit route planning. Transportation Planning and Technology. 2016; 40 (1):28-44.

Chicago/Turabian Style

Rosalia Camporeale; Leonardo Caggiani; A. Fonzone; Michele Ottomanelli. 2016. "Quantifying the impacts of horizontal and vertical equity in transit route planning." Transportation Planning and Technology 40, no. 1: 28-44.

Journal article
Published: 01 January 2016 in Transportation Research Procedia
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ACS Style

Rosalia Camporeale; Leonardo Caggiani; Achille Fonzone; Michele Ottomanelli. Better for Everyone: An Approach to Multimodal Network Design Considering Equity. Transportation Research Procedia 2016, 19, 303 -315.

AMA Style

Rosalia Camporeale, Leonardo Caggiani, Achille Fonzone, Michele Ottomanelli. Better for Everyone: An Approach to Multimodal Network Design Considering Equity. Transportation Research Procedia. 2016; 19 ():303-315.

Chicago/Turabian Style

Rosalia Camporeale; Leonardo Caggiani; Achille Fonzone; Michele Ottomanelli. 2016. "Better for Everyone: An Approach to Multimodal Network Design Considering Equity." Transportation Research Procedia 19, no. : 303-315.

Conference paper
Published: 01 September 2015 in 2015 IEEE 18th International Conference on Intelligent Transportation Systems
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In this paper, a method for fusing data relevant both to drivers' experience and provided information about travel time is presented. The method takes into account the "compatibility" of data originating from different sources, and provides information about acceptability of results. The influence of uncertainty on drivers' compliance with provided information is examined in detail, according to the Uncertainty-based Information Theory. The data fusion results then in an updating of the expected travel time. Finally, the travelers compare the updated travel times of alternatives and choose, among them, the best one from their point of view. The proposed model has been applied to a test network where two different information sources have been considered. Results highlight the effectiveness of the model in quantifying and simulating drivers' compliance with information.

ACS Style

Marinelli Mario; Leonardo Caggiani; Michele Ottomanelli. Managing the Uncertainty of Data Fusion from Different Sources in Modelling Route Choice Behaviour. 2015 IEEE 18th International Conference on Intelligent Transportation Systems 2015, 202 -207.

AMA Style

Marinelli Mario, Leonardo Caggiani, Michele Ottomanelli. Managing the Uncertainty of Data Fusion from Different Sources in Modelling Route Choice Behaviour. 2015 IEEE 18th International Conference on Intelligent Transportation Systems. 2015; ():202-207.

Chicago/Turabian Style

Marinelli Mario; Leonardo Caggiani; Michele Ottomanelli. 2015. "Managing the Uncertainty of Data Fusion from Different Sources in Modelling Route Choice Behaviour." 2015 IEEE 18th International Conference on Intelligent Transportation Systems , no. : 202-207.