Anomaly Detection WBAN Research Topics

WBAN is Wireless Body Area Networks, which uses anomaly detection for making note of the change in pattern of the data collected by sensors. By going through this research you can get a better understanding of the topic in detail. Continue reading this research paper to gain more knowledge about this topic.

  1. Define Anomaly Detection in WBAN

Identifying the environmental or physiological changes in the pattern of collected data from the wearable sensor for timely detection of the issues related to health or system malfunctioning. This is known as the anomaly detection happening in WBAN.

  1. What is Anomaly Detection in WBAN?

This is the process which involves detecting the abnormal patterns of the physiological data which is collected by wearable sensor. The motive of this is to find the deviation occurring from the normal values to detect health concerns and system anomalies.

  1. Where Anomaly Detection in WBAN is used?

In this section we are going to discuss about the uses of WBAN. The different uses of WBAN include Security and Authentication, Healthcare Monitoring, Environmental Monitoring, Sleep Monitoring, Industrial Application, Emergency Response, Fitness Tracking, Chronic Disease Management, Elderly Care and Monitoring Sports Performance.

  1. Why Anomaly Detection in WBAN is proposed? Previous Technology Issues

Moving on to the next section, here we are going to discuss about the challenges faced by this WBAN technology in the field of healthcare monitoring. This technology is used for early detection of issues related to health, providing timely treatment and to improve the well-being of a patient with the help of analyzing patterns from the data collected by wearable sensors. The aim of this network is to provide meaningful care for health and increase the reliability on these kinds of WBNA sensors in different applications.

The issues faced by this sensor on previous technologies are: security concerns, missing patterns, manipulation of complex data and increase in computational overhead.

  1. Algorithms / Protocols

After knowing about the technology, uses of it and the issues faced by them in the earlier stage, now we are going to learn about the algorithms used for this technology. The algorithms provided for WBAN to overcome the previous issues faced by it are: “Discriminant Principle Component Analysis” (DPCA) algorithm, “Auto-encoded Genetic Recurrent Neural Network” (AGRNN) algorithm, “Recursive Feature Elimination” (RFE) algorithm, Filtering, Smoothing, Normalization and Outlier identification approaches.

  1. Comparative study / Analysis

Here in this section we are going to compare different algorithms related to this study in order to find the best one. “Local Processing Unit” (LPU) and Markov chain; “Fault detection algorithm” (FDA) and j48 (decision tree); “Sensor Agent algorithm” and “Cluster head agent protocol” (CHAP); Controller algorithm and “Hidden Markov Models” (HMMs).

  1. Simulation results / Parameters

The approaches which were proposed to overcome the issues faced by WBAN in the above section are tested using different methodologies to analyze its performance. The comparison is done by using metrics like True positive rate, Resource consumption, Lifetime, Accuracy, RMSR, Propagation latency.

  1. Dataset LINKS / Important URL

Here are some of the links provided for you below to gain more knowledge about WBAN which can be useful for you:

  1. Anomaly Detection in WBAN Applications

In this next section we are going to discuss about the applications of WBAN technology for Anomaly detection. This technology has been employed in many industries, from which some of them are listed here: Environmental Monitoring, Sleep Monitoring, Elderly Care, Industrial Applications, Fitness Tracking, Authentication and Security, Clinical Trials, Research, Fitness and Sports.

  1. Topology

Here you are going to learn about the different choices of topologies which can be used in WBAN for monitoring health. They are: Feature selection, Pre-processing, Data collection, Validation and Testing, Feature extraction.

  1. Environment

The environment in which the operation of WBAN is functioning includes Computing, Business, Global Context, Education, Social Context, Ecological Context, Physics and Psychological.

  1. Simulation Tools

Here we provide some simulation software for WBAN, which is established with the usage of tools like Python along with Network simulator version 3.26 or above.

  1. Results

After going through this research based on Anomaly detection in WBAN which provide lot of information for you, so utilize this to clarify the doubts you have about its technology, applications of this technology, and different topologies of it, algorithms followed by it also about the limitations and how it can be overcome.

Anomaly Detection WBAN Research Ideas

  1. Lengthening battery life expectancy of sensors in WBANs: A multifactorial approach
  2. ECG signals-based security and steganography approaches in WBANs: A comprehensive survey and taxonomy
  3. Federated reinforcement learning based task offloading approach for MEC-assisted WBAN-enabled IoMT
  4. Optimal relaying nodes selection for IEEE 802.15.6-based two-hop star topology WBAN
  5. RLS2: An energy efficient reinforcement learning- based sleep scheduling for energy harvesting WBANs
  6. Sum-throughput maximization for UAV-aided energy-harvesting WBANs: Hovering altitude design, power control and time allocation
  7. SAR reduction using dual band EBG method based on MIMO wearable antenna for WBAN applications
  8. ECCPWS: An ECC-based protocol for WBAN systems
  9. Wearable microstrip patch antenna with low SAR for WBAN applications
  10. A parasitic patch loaded staircase shaped UWB MIMO antenna having notch band for WBAN applications
  11. Contention-based traffic priority MAC protocols in wireless body area networks: A thematic review
  12. An efficient and secure CLAKA protocol for blockchain-aided wireless body area networks
  13. A battery-free wireless body area network towards state perception under all-weather conditions
  14. An Efficient QoS-Based Multi-Path Routing Scheme for Smart Healthcare Monitoring in Wireless Body Area Networks
  15. Security in wireless body area networks via anonymous authentication: Comprehensive literature review, scheme classification, and future challenges
  16. Textile and metasurface integrated wide-band wearable antenna for wireless body area network applications
  17. Optimal reliable design of energy-efficient Wireless Body Area Networks
  18. High-capacity medical information hiding scheme with P-tensor product secret image sharing for wireless body area networks
  19. An end-to-end authentication mechanism for Wireless Body Area Networks
  20. Quantum spider prioritized routing and Cramer Shoup cryptosecured data transmission in wireless body area network
  21. Link quality and energy efficient optimal simplified cluster based routing scheme to enhance lifetime for wireless body area networks
  22. Investigation of SAR reduction and gain enhancement using an all-textile antenna with metamaterial structure for wireless body area network applications
  23. Lightweight anonymous and mutual authentication scheme for wireless body area networks
  24. Intelligent Reconfigurable Surface enhanced Ambient Backscatter Communication enabled Wireless Body Area Network
  25. Privacy Preserving Three-factor Authentication Protocol for Secure Message Forwarding in Wireless Body Area Networks
  26. Miniaturized multiband antenna for terahertz applications in wireless body area network
  27. Self-adaptive reconstruction for compressed sensing based ECG acquisition in wireless body area network
  28. Self-adaptive reconstruction for compressed sensing based ECG acquisition in wireless body area network
  29. Quality-Driven Energy-Efficient Big Data Aggregation in WBANs
  30. Wireless Body Area Network (WBAN) Applications Necessity in Real Time Healthcare
  31. Improved WBAN EH_ MAC Protocol based on Energy Harvesting and Wake up – Sleep Duty Cycling Technique
  32. Detection of Malicious Nodes in WBAN using a Feed Forward Back Propagation Neural Network
  33. A Comparative Study of Energy Efficient Collision Avoidance Protocols for WBAN
  34. MARS – Towards Mobile Assisted RSSI Secret Key Extraction Strategy in WBANs
  35. e-CLDC: Efficient Cross-Layer protocol for Data Collection in WBAN for remote patient monitoring
  36. Textile Antenna with Telkom University Logo Patch for WBAN Communication at 2.4 GHz Frequency
  37. Design of Rubber Substrate based Flexible Antenna with DGS for WBAN Applications
  38. Hexagon Shaped UWB Monopole MIMO Antenna for WBAN Applications
  39. Analyzing the best Location for the Central Node Placement for Energy Efficient and reliable WBAN
  40. Modified Elliptical Micro strip Antenna with Semicircular Stub and FSS ground for WBAN Applications
  41. A Compact CP Wearable Antenna backed by AMC Array for WBAN/WLAN Applications
  42. A Miniaturized Trapped Slotted Triangular Mounted Patch Antenna for GPS, WiMax, WBAN, Wi-Fi, and UWB Frequency Range Applications
  43. WBAN Node Topologies for Reliable Posture Detection from On-Body UWB RSS Measurements
  44. A Statistical Assessment of Anthropomorphic Characteristics Impacts on WBAN Communications
  45. Assessment of Compact Digital Meta surface with Beam Control for WBAN Applications
  46. Single-Layer, Dual-Port, and Dual-Mode Antenna with High Isolation for WBAN Communications
  47. Ultra-thin EBG backed flexible antenna for 24 GHz ISM band WBAN
  48. Novel Design for Test (DFT) Concept to Check the Spectral Mask Compliance Defined in the IEEE Std. 802.15.6-2012 of Wireless-Body-Area-Network (WBAN) IC-Devices
  49. Experimental Evaluation of UWB-HB Transfer Function with LOS and NLOS for WBAN
  50. Compact Y-shaped Broadband Planar Antenna for WBAN Applications