Data sanitization in a clearing system for public transport operators

In this work we will discuss about a project started by the Emilia-Romagna Regional Government regarding the manage of the public transport. In particular we will perform a data mining analysis on the data-set of this project. After introducing the Weka software used to make our analysis, we will discover the most useful data mining techniques and algorithms; and we will show how these results can be used to violate the privacy of the same public transport operators. At the end, despite is off topic of this work, we will spend also a few words about how it's possible to prevent this kind of attack.

Decrescita sostenibile applicata alla mobilità nelle aree urbane.

La mobilità nelle aree urbane di medie e grandi dimensioni risente di molte criticità e spesso è causa di numerose discussioni. L'utilizzo sempre crescente del mezzo di trasporto privato ha prodotto conseguenze negative: l'aumento del traffico e degli incidenti stradali, dell'inquinamento atmosferico e del rumore sono accompagnati da un forte spreco energetico. Dall'altra parte, il trasporto pubblico locale (TPL) non è riuscito a costruirsi canali preferenziali all'interno dell'immaginario cittadino, poiché sottomesso da un modello economico e un mercato fortemente dipendenti dall'automobile. Una via d'uscita dalla mobilità non sostenibile basata sull'utilizzo di combustibili fossili porta a concepire un trasporto pubblico locale gratuito, fruibile dal cittadino in qualsiasi momento della giornata. Attraverso un'analisi dell'azienda del trasporto pubblico bolognese (ATC) e dei dati provenienti dalla sanità regionale, questa tesi intende mostrare che vi sarà un miglioramento della qualità di vita in aree urbane nel momento in cui la teoria della decrescita venga condivisa da tutti i cittadini. Così sarà possibile liberare i centri urbani dai mezzi privati e quindi dagli alti livelli di inquinamento acustico e atmosferico, e dare ai cittadini la vera libertà di movimento. Mobility in medium and large sized urban areas is critical and often a cause for numerous debates. The use of private transport is in constant increase and has generated negative consequences: congestion and road accidents, air and noise pollutio as well as a considerable waste of energy. On the other hand, the local public transport (LPT) has not succeeded in representing the preferred choice by citizens in the urban imaginary. Its potential has been subdued by economic models and markets that are largely dependant on the production of vehicles. An alternative to the current non sustainable mobility based on the combustion of fossil fuels could be the provision of a free local transport network available to the citizen from anywhere at any time. This dissertation's objective is to show how an improvement of the quality of life in urban areas is connected to a collective awareness on the degrowth theory. I intend to achieve this by analysing thoroughly the system of the public transportation agency in Bologna (ATC) and considering data from the local health department. Only then we will be able to limit private vehicles from city centres and as a result of that drastically decrease air and noise pollution whilst providing a true service for a free moving citizen.

Transportation theory and planning

The aim of this research is to analyze the transport system and its subcomponents in order to highlight which are the design tools for physical and/or organizational projects related to transport supply systems. A characteristic of the transport systems is that the change of their structures can recoil on several entities, groups of entities, which constitute the community. The construction of a new infrastructure can modify both the transport service characteristic for all the user of the entire network; for example, the construction of a transportation infrastructure can change not only the transport service characteristics for the users of the entire network in which it is part of, but also it produces economical, social, and environmental effects. Therefore, the interventions or the improvements choices must be performed using a rational decision making approach. This approach requires that these choices are taken through the quantitative evaluation of the different effects caused by the different intervention plans. This approach becomes even more necessary when the decisions are taken in behalf of the community. Then, in order to understand how to develop a planning process in Transportation I will firstly analyze the transport system and the mathematical models used to describe it: these models provide us significant indicators which can be used to evaluate the effects of possible interventions. In conclusion, I will move on the topics related to the transport planning, analyzing the planning process, and the variables that have to be considered to perform a feasibility analysis or to compare different alternatives. In conclusion I will perform a preliminary analysis of a new transit system which is planned to be developed in New York City.

Response of Microcystis aeruginosa PCC 7806 to different CO2 concentrations

Future climatic change scenarios predict rising of the atmospheric CO2 levels which could favor the proliferation of some harmful bloom-forming cyanobacteria as Microcystis aeruginosa. In the present study, the response of M. aeruginosa strain PCC 7806 to two different partial pressure of CO2 was tested. Sandrini et al. (2013) recently found that several, but not all, M. aeruginosa strains lack the SbtA or BicA HCO3- uptake system genes; the contribution of different Ci transporters to photosynthesis and the difference between low and high affinity activated Ci uptake state were investigated. M. aeruginosa PCC 7806 was cultured in four chemostats containing modified BG11 medium with 10 mM NaNO3 and no presence of NaCl, NaHCO3, Na2CO3 and additional buffers. A wide variety of analysis on samples collected from continuous cultures – such as A750, medium composition, cellular composition, cell counting, mini-PAM, measurements with the O2 optode, Aminco, 77K fluorescence emission spectra – was carried out. Data analysis results showed that the increased CO2 concentration has a big effect on M. aeruginosa PCC 7806. Experiments were performed using the Oxy-4 O2 optode apparatus in order to measure the photosynthetic O2 evolution of samples taken from both batch and chemostat cultures. At low bicarbonate concentration, an evident inhibition of Na+-dependent HCO3- transporter BicA by LiCl at 25 mM was observed. The consequent addition of 25 mM NaCl was able to counteract the Li+ effect at pH 8.0 but not at pH 10.0. In the latter case, only the addition of a higher amount of HCO3- led to photosynthetic O2 evolution suggesting the important role of the BicA transporter. However, further studies are needed to better explain the results obtained as high pH levels might have an influence on the transport systems, altering the mechanism of pH regulation and the functioning of Na+/H+ antiporter systems.

Multiple pathogen detection using nanoplasmonic sensing

Opportunistic diseases caused by Human Immunodeficiency Virus (HIV) and Hepatitis B Virus (HBV) is an omnipresent global challenge. In order to manage these epidemics, we need to have low cost and easily deployable platforms at the point-of-care in high congestions regions like airports and public transit systems. In this dissertation we present our findings in using Localized Surface Plasmon Resonance (LSPR)-based detection of pathogens and other clinically relevant applications using microfluidic platforms at the point-of-care setting in resource constrained environment. The work presented here adopts the novel technique of LSPR to multiplex a lab-on-a-chip device capable of quantitatively detecting various types of intact viruses and its various subtypes, based on the principle of a change in wavelength occurring when metal nano-particle surface is modified with a specific surface chemistry allowing the binding of a desired pathogen to a specific antibody. We demonstrate the ability to detect and quantify subtype A, B, C, D, E, G and panel HIV with a specificity of down to 100 copies/mL using both whole blood sample and HIV-patient blood sample discarded from clinics. These results were compared against the gold standard Reverse Transcriptase Polymerase Chain Reaction (RT-qPCR). This microfluidic device has a total evaluation time for the assays of about 70 minutes, where 60 minutes is needed for the capture and 10 minutes for data acquisition and processing. This LOC platform eliminates the need for any sample preparation before processing. This platform is highly multiplexable as the same surface chemistry can be adapted to capture and detect several other pathogens like dengue virus, E. coli, M. Tuberculosis, etc.