Real-Time Auto Calibration for Heterogeneous Wireless Sensor Networks

نویسندگان

چکیده

The constant technological advances bring new devices to the market every day. Due this, heterogeneous Wireless Sensor Network (WSN) are common scenarios in many applications. Neural (NN) based models may implement particular features provided by sensor hardware collect surrounding environment information. Thus, a can provide specific group of while others do not. In this perspective, it be required, for some sensors WSN, trained and have their data manually categorized, which does not scale, particularly large WSN setups. light problem, paper proposes Real-time (RT) auto-calibration framework allow collaborate training process enable uncalibrated join network. method need previous knowledge about features. Also, proposal is validated practical experiments evaluating its accuracy image classification. experimental results demonstrate feasibility proposed method.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Real Time Scheduling for Wireless Sensor Networks

In this paper we propose a new scheduling algorithm called Real Time Scheduling (RTS). This algorithm deals with all the contributing components of the end-to-end travelling delay of data packets in sensor network to achieve better power management and stable routes in case of failure. RTS delays packets at intermediate hops (not just prioritizes them) for a duration that is a function of their...

متن کامل

Towards Real-time Wireless Sensor Networks

OF THE THESIS Towards Real-time Wireless Sensor Networks

متن کامل

A novel auto-calibration system for wireless sensor motes

In recent years, Wireless Sensor Networks (WSNs) research has undergone a quiet revolution, providing a new paradigm for sensing and disseminating information from various environments. In reality, the wireless propagation channel in many harsh environments has a significant impact on the coverage range and quality of the radio links between the wireless nodes (motes). Therefore, the use of div...

متن کامل

A Novel Ensemble Approach for Anomaly Detection in Wireless Sensor Networks Using Time-overlapped Sliding Windows

One of the most important issues concerning the sensor data in the Wireless Sensor Networks (WSNs) is the unexpected data which are acquired from the sensors. Today, there are numerous approaches for detecting anomalies in the WSNs, most of which are based on machine learning methods. In this research, we present a heuristic method based on the concept of “ensemble of classifiers” of data minin...

متن کامل

Lazy Calibration for Wireless Sensor Networks

Sensor networks are designed to monitor an area but their sensors notoriously suffer from poor accuracy. Although these sensors could be manually calibrated or replaced with precise alternatives, the time, manpower, and monetary costs may be prohibitive. Further, environmental changes may require regular re-calibration, adding to the expenses previously mentioned. We propose a method for lazily...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Journal of Internet Services and Applications

سال: 2023

ISSN: ['1867-4828', '1869-0238']

DOI: https://doi.org/10.5753/jisa.2023.2739