دانلود رایگان مقاله کاربرد سنسور کلان داده در محیط های شهری

عنوان فارسی
کاربرد سنسور کلان داده در محیط های شهری
عنوان انگلیسی
Big Sensor Data Applications in Urban Environments
صفحات مقاله فارسی
0
صفحات مقاله انگلیسی
12
سال انتشار
2016
نشریه
الزویر - Elsevier
فرمت مقاله انگلیسی
PDF
کد محصول
E2283
رشته های مرتبط با این مقاله
مهندسی کامپیوتر و فناوری ارتباطات و اطلاعات
گرایش های مرتبط با این مقاله
هوش مصنوعی
مجله
تحقیقات کلان داده - Big Data Research
دانشگاه
دانشکده کامپیوتر و ریاضیات، دانشگاه چارلز استوارت، استرالیا
کلمات کلیدی
کلان داده، سیستم های مبتنی بر سنسور، نظرسنجی، کاربرد، چالش ها
۰.۰ (بدون امتیاز)
امتیاز دهید
چکیده

abstract


The emergence of new technologies such as Internet/Web/Network-of-Things and large scale wireless sensor systems enables the collection of data from an increasing volume and variety of networked sensors for analysis. In this review article, we summarize the latest developments of big sensor data systems (a term to conceptualize the application of the big data model towards networked sensor systems) in various representative studies for urban environments, including for air pollution monitoring, assistive living, disaster management systems, and intelligent transportation. An important focus is the inclusion of how value is extracted from the big data system. We also discuss some recent techniques for big data acquisition, cleaning, aggregation, modeling, and interpretation in large scale sensor-based systems. We conclude the paper with a discussion on future perspectives and challenges of sensor-based data systems in the big data era.

نتیجه گیری

5. Conclusion


This paper has reviewed several research works for big sensor data systems in urban environments, and its applications for air pollution monitoring, assistive living, disaster management, and intelligent transportation. We have discussed how value is extracted from the big data system using analytical and statistical techniques like machine learning, recommender system, and network analysis. Many studies use techniques to exploit the spatiotemporal relationships found in big sensor data. We have also discussed how the big data pipeline can be applied towards large-scale networked sensor systems, and identified some challenges and trends for future work.


بدون دیدگاه