Smart City Analytics: state of the art and future perspectives
نویسندگان
چکیده
In accordance with a "people centred" vision, this paper critically examines current approaches to smart cities benchmarking. In particular, by means of correlation analysis and Principal Component Analysis (PCA) we put in evidence current limitations of city rankings and, as well, the emergence of different perspectives for data interpretations. To follow, a possible redesign of the "Smart Cities Analytics" grounded on the traces left by individuals, is suggested. In particular, as an example, we focus on the potential of automatic text analysis tools to extract people perceptions and expectations that, in turns, demonstrate the need to integrate bottom-up and top-down approaches to city benchmarking. Finally a novel definition of smart city is proposed based on the territorial state of flow and, as a consequence, a novel path toward smart city benchmarking is brought forward.
منابع مشابه
International Challenges of Smart Cities
The world’s urban population is expected to be proliferated due to raised use of energy, increased air pollution, increasing traffic in urban areas, increasing usage of food, and reduced food production. There are numerous available solutions in this field, but achieving smart cities is one the furthermost effective ways. Smart city has improved ICT infrastructure as a versatile, reliable, chan...
متن کاملEngineering of Membrane Gas Separation Processes: State of The Art and Prospects
Membrane processes are today one of the key technologies for industrial gas separations and show growing interest for future use in sustainable production systems. Besides materials development, dedicated engineering methods are of major importance for the rigorous and most efficient design of membrane units and systems. Starting from approaches based on simplified hypotheses developed in the 5...
متن کاملApplication of Big Data Analytics in Power Distribution Network
Smart grid enhances optimization in generation, distribution and consumption of the electricity by integrating information and communication technologies into the grid. Today, utilities are moving towards smart grid applications, most common one being deployment of smart meters in advanced metering infrastructure, and the first technical challenge they face is the huge volume of data generated ...
متن کاملEnhancing Video-Based Learning Experience through Smart Environments and Analytics
This paper describes the potential and promising value of smart environments and analytics on the emerging area of video-based learning. In particular, we describe the contributions presented at the International Workshop of Smart Environments and Analytics on Video-Based Learning (SE@VBL) and envision the future of this research area. SE@VBL presents the current state-ofthe-art in the design, ...
متن کاملBig Data and Open Data for a Smart City
In this paper, we present a general overview of the perspectives and issues of Big Data and Open Data in a Smart City, with specific implications for the municipality of Trento, Italy. We start by presenting the current state of the art of Big Data and Open Data in Trento and continue by proposing a line of development for these two topics that could positively impact the everyday life of its c...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- IxD&A
دوره 20 شماره
صفحات -
تاریخ انتشار 2014