Classification algorithms for Intelligent Transport Systems

Intelligent Transport Systems (ITS) consists in the application of ICT to transport to offer new and improved services to the mobility of people and freights. While using ITS, travellers produce large quantities of data that can be collected and analysed to study their behaviour and to provide information to decision makers and planners. The thesis proposes innovative deployments of classification algorithms for Intelligent Transport System with the aim to support the decisions on traffic rerouting, bus transport demand and behaviour of two wheelers vehicles. The first part of this work provides an overview and a classification of a selection of clustering algorithms that can be implemented for the analysis of ITS data. The first contribution of this thesis is an innovative use of the agglomerative hierarchical clustering algorithm to classify similar travels in terms of their origin and destination, together with the proposal for a methodology to analyse drivers’ route choice behaviour using GPS coordinates and optimal alternatives. The clusters of repetitive travels made by a sample of drivers are then analysed to compare observed route choices to the modelled alternatives. The results of the analysis show that drivers select routes that are more reliable but that are more expensive in terms of travel time. Successively, different types of users of a service that provides information on the real time arrivals of bus at stop are classified using Support Vector Machines. The results shows that the results of the classification of different types of bus transport users can be used to update or complement the census on bus transport flows. Finally, the problem of the classification of accidents made by two wheelers vehicles is presented together with possible future application of clustering methodologies aimed at identifying and classifying the different types of accidents.

La lunga storia dell'idrovia Padova - Venezia

The present dissertation focuses on an unfinished project for the construction of an inland waterway between Padua and Venice, in northern Italy. The history of this channel is analysed in the context of the general debate for the development of a waterway network in the Padanian plain. The project of reconstructing and enlarging the existing ancient channels for the development of a modern river transport system was born at the beginning of the 20th century as an attempt to withstand the railway’s concurrency. The main project aimed at transforming the Po river and other small rivers and channels in a big waterway for the connection of the most important northern industrial cities with Venice’s harbour and the Adriatic sea. Even if the idea of restoring the historical channel between Padua and Venice arose at the end of the First World War, it was only during the years 50s that a new project was conceived and the waterway was included in a global project for the construction of a whole new channel from Venice to Milan. The new project, strongly supported by the local Christian Democratic Party, was managed for more than twenty years causing a huge expenditure of money. After a great investment by both the central State and the local bodies (more than 100 millions euro) the project was finally abandoned. This research reconstructs the historical process and the economical motivations that sustained that project until its failure. Moreover, with the aim of understanding the reasons and the differences of such a failure, the history of inland waterway transport in Italy is compared with contemporary developments in Germany.

Urban food planning, city logistics and sustainability: the role of the wholesale produce market. The cases of Parma and Bologna food hubs.

At global level, the population is increasingly concentrating in the cities. In Europe, around 75% of the population lives in urban areas and, according to the European Environmental Agency (2010), urban population is foreseen to increase up to 80 % by 2020. At the same time, the quality of life in the cities is declining and urban pollution keeps increasing in terms of carbon dioxide (CO2) emissions, waste, noise, and lack of greenery. Many of European cities struggle to cope with social, economic and environmental problems resulting from pressures such as overcrowding or decline, social inequity, health problems related to food security and pollution. Nowadays local authorities try to solve these problems related to the environmental sustainability through various urban logistics measures, which directly and indirectly affect the urban food supply system, thus an integrated approach including freight transport and food provisioning policies issues is needed. This research centres on the urban food transport system and its impact on the city environmental sustainability. The main question that drives the research analysis is "How the urban food distribution system affects the ecological sustainability in modern cities?" The research analyses the city logistics project for food transport implemented in Parma, Italy, by the wholesale produce market. The case study investigates the renewed role of the wholesale market in the urban food supply chain as commercial and logistic operator, referring to the concept of food hub. Then, a preliminary analysis on the urban food transport for the city of Bologna is presented. The research aims at suggesting a methodological framework to estimate the urban food demand, the urban food supply and to assess the urban food transport performance, in order to identify external costs indicators that help policymakers in evaluating the environmental sustainability of different logistics measures

Un approccio innovativo alla pianificazione della mobilità ciclabile

L’approccio innovativo di questa tesi alla pianificazione ciclabile consiste nell’integrare le linee guida per la redazione di un biciplan con aspetti, metodologie e strumenti nuovi, per rendere più efficace la programmazione di interventi. I limiti del biciplan risiedono nella fase di pianificazione e di monitoraggio, quindi, nel 1° capitolo, vengono esaminate le differenze esistenti tra la normativa americana (AASHTO) e quella italiana (D.P.R. 557/99). Nel 2° capitolo vengono analizzati gli indicatori usati nella fase di monitoraggio e la loro evoluzione fino alla definizione degli attuali indici per la determinazione del LOS delle infrastrutture ciclabili: BLOS e BCI. L’analisi è integrata con le nuove applicazioni di questi indici e con lo studio del LOS de HCM 2010. BCI e BISI sono stati applicati alla rete di Bologna per risolvere problemi di pianificazione e per capire se esistessero problemi di trasferibilità. Gli indici analizzati prendono in considerazione solo il lato offerta del sistema di trasporto ciclabile; manca un giudizio sui flussi, per verificare l’efficacia delle policy. Perciò il 3° capitolo è dedicato alla metodologia sul monitoraggio dei flussi, mediante l’utilizzo di comuni traffic counter per le rilevazioni dei flussi veicolari. Dal monitoraggio è possibile ricavare informazioni sul numero di passaggi, periodi di punta, esistenza di percorsi preferiti, influenza delle condizioni climatiche, utili ai progettisti; si possono creare serie storiche di dati per controllare l’evoluzione della mobilità ciclabile e determinare l’esistenza di criticità dell’infrastruttura. L’efficacia della pianificazione ciclabile è legata al grado di soddisfazione dell’utente e all’appetibilità delle infrastrutture, perciò il progettista deve conoscere degli elementi che influenzano le scelte del ciclista. Nel 4° capitolo sono analizzate le tecniche e gli studi sulle scelte dell’itinerario dei ciclisti, e lo studio pilota fatto a Bologna per definire le variabili che influenzano le scelte dei ciclisti e il loro peso.

La razionalizzazione del trasporto merci su strada

Il presente lavoro, senza alcuna pretesa di esaustività, ha inteso ricostruire il quadro normativo relativo alla disciplina dell’autotrasporto merci su strada. In primis, ci si è soffermata sugli aspetti generali del settore, approfondendo, in seguito, la normativa europea e nazionale. Tale excursus, ha permesso di riscontrare i molteplici interventi legislativi susseguitisi in ambito di regolamentazione dell’autotrasporto merci su strada, evidenziando i passaggi più significativi in tema di riordino della disciplina. Si è pertanto proceduto all’analisi del primo importante intervento legislativo del settore, intercorso ad opera della Legge n. 298/1974, disciplinante gli aspetti di natura pubblicistica del settore. Tale provvedimento, ha un apposito Albo Nazionale per gli autotrasportatori di merci per conto terzi, identificando i requisiti necessari per l’accesso al mercato e l’esercizio della professione di autotrasportatore di cose in conto terzi. Importati novità vengono introdotte con il D.lgs. 286/2005, provvedimento che ha portato al raggiungimento del processo di liberalizzazione del mercato. Successivamente si è proceduto a riscontrare l’intensa produzione normativa, posta a regolamentazione del settore, che nella ricerca di un equilibrio tra esigenze di mercato e corretto esercizio dell’attività di autotrasporto, si propone di addivenire al raggiungimento degli obiettivi comunitari di armonizzazione della disciplina e qualificazione del settore dell’autotrasporto. Significativi, in tal senso, i recenti interventi di riforma posti in essere con il “Pacchetto comunitario del 21 ottobre 2009” ( Regolamento (CE) 1071/2009 e Regolamento (CE) 1072/2009. Da ultimo, al fine di verificare le eventuali debolezze del sistema normativo vigente, in relazione al raggiungimento degli obiettivi comunitari suesposti, si è ritenuto di indirizzare la ricerca verso un’attenta valutazione dell’efficienza dei modelli di trasporto merci su strada, verificandone l’impatto in termini di maggior incidenza sui costi esterni derivanti dal trasporto. A tal proposito, particolare attenzione è stata rivolta anche alla disciplina del trasporto in conto proprio.

Design and Synthesis of Naphthalene Diimides Based Small Molecules as Anticancer Agents: Targeting the Polyamine Transporter, G-quadruplex Structures and HDAC

Cancer is a multifactorial disease characterized by a very complex etiology. Basing on its complex nature, a promising therapeutic strategy could be based by the “Multi-Target-Directed Ligand” (MTDL) approach, based on the assumption that a single molecule could hit several targets responsible for the pathology. Several agents acting on DNA are clinically used, but the severe deriving side effects limit their therapeutic application. G-quadruplex structures are DNA secondary structures located in key zones of human genome; targeting quadruplex structures could allow obtaining an anticancer therapy more free from side effects. In the last years it has been proved that epigenetic modulation can control the expression of human genes, playing a crucial role in carcinogenesis and, in particular, an abnormal expression of histone deacetylase enzymes are related to tumor onset and progression. This thesis deals with the design and synthesis of new naphthalene diimide (NDI) derivatives endowed with anticancer activity, interacting with DNA together with other targets implicated in cancer development, such as HDACs. NDI-polyamine and NDI-polyamine-hydroxamic acid conjugates have been designed with the aim to provide potential MTDLs, in order to create molecules able simultaneously to interact with different targets involved in this pathology, specifically the G-quadruplex structures and HDAC, and to exploit the polyamine transport system to get selectively into cancer cells. Macrocyclic NDIs have been designed with the aim to improve the quadruplex targeting profile of the disubstituted NDIs. These compounds proved the ability to induce a high and selective stabilization of the quadruplex structures, together with cytotoxic activities in the micromolar range. Finally, trisubstituted NDIs have been developed as G-quadruplex-binders, potentially effective against pancreatic adenocarcinoma. In conclusion, all these studies may represent a promising starting point for the development of new interesting molecules useful for the treatment of cancer, underlining the versatility of the NDI scaffold.