Extracting kernel dataset from big sensory data in wireless sensor networks

S Cheng, Z Cai, J Li, H Gao - … on Knowledge and Data …, 2016 - ieeexplore.ieee.org
… Abstract—The amount of sensory data manifests an explosive growth due to the increasing
popularity of Wireless Sensor Networks (WSNs). The scale of sensory data in many …

Drawing dominant dataset from big sensory data in wireless sensor networks

S Cheng, Z Cai, J Li, X Fang - 2015 IEEE conference on …, 2015 - ieeexplore.ieee.org
… by big sensory data has high redundancy because of strong correlation among sensory
data… In this paper, we define the concept of ϵ-dominant dataset, which is only a small data set …

[HTML][HTML] Critical data points retrieving method for big sensory data in wireless sensor networks

T Zhu, S Cheng, Z Cai, J Li - … on Wireless Communications and Networking, 2016 - Springer
… points, in the sensor networks. In this paper, a novel sensory data acquisition algorithm is …
Such algorithm can adjust the sampling frequency of sensors adaptively according to the …

[HTML][HTML] Wireless sensor networks for big data systems

BS Kim, KI Kim, B Shah, F Chow, KH Kim - Sensors, 2019 - mdpi.com
… [20] classified big data challenges in wireless sensor networks into clustering, securing,
processing, and energy saving. The proposed strategies of dealing with these challenges are …

Big data challenges and data aggregation strategies in wireless sensor networks

S Boubiche, DE Boubiche, A Bilami… - IEEE access, 2018 - ieeexplore.ieee.org
… is to introduce the big data paradigm in wireless sensor networks, … in wireless sensor networks.
Also, this paper bases on the … Where: x_actual represents the sensory data of an existing …

Body sensor networks: In the era of big data and beyond

CCY Poon, BPL Lo, MR Yuce… - IEEE reviews in …, 2015 - ieeexplore.ieee.org
… With multidimensional and multimodal sensory signals, large number and variety of features
… To ease the development of wireless sensor networks and BSN applications, a number of …

Wireless sensor networks

FL Lewis - Smart environments: technologies, protocols, and …, 2004 - Wiley Online Library
… foremost on sensory data from the real world. Sensory data come from multiple sensors of
different … Mesh nets can be good models for large-scale networks of wireless sensors that are …

Routing correlated data in wireless sensor networks: A survey

H Luo, Y Liu, SK Das - IEEE Network, 2007 - ieeexplore.ieee.org
… are often deployed to sense, process, and disseminate … , sensors are usually deployed in
large numbers and high density, thus resulting in a potentially huge amount of sensory data, …

Fog computing based optimized compressive data collection for big sensory data

S Chen, L Du, K Wang, W Lu - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
… The traditional architectures of wireless sensor network (… big sensory data network consists
of K clusters, each cluster has N sensory nodes, and each sensory node has M original data

A methodology to optimize query in wireless sensor networks using historical data

H Malik, AS Malik, CK Roy - Journal of Ambient Intelligence and …, 2011 - Springer
… The result shows that our methodology can synthesize complete set of sensory data
Getting the required sensory data only from the motes that have extreme values (largest, highest …