Dr H Shaheen Profile Dr H Shaheen

Early diagnosis of tuberculosis using deep learning approach for iot based healthcare applications

  • Authors Details :  
  • G. Simi Margarat,  
  • G. Hemalatha,  
  • Annapurna Mishra,  
  • H. Shaheen,  
  • K. Maheswari,  
  • S. Tamijeselvan,  
  • U. Pavan Kumar,  
  • V. Banupriya,  
  • Alachew Wubie Ferede

Journal title : Computational Intelligence and Neuroscience

Publisher : Hindawi Limited

Print ISSN : 1687-5265

Page Number : 1-9

Journal volume : 2022

350 Views Original Article

In the modern world, Tuberculosis (TB) is regarded as a serious health issue with a high rate of mortality. TB can be cured completely by early diagnosis. For achieving this, one tool utilized is CXR (Chest X-rays) which is used to screen active TB. An enhanced deep learning (DL) model is implemented for automatic Tuberculosis detection. This work undergoes the phases like preprocessing, segmentation, feature extraction, and optimized classification. Initially, the CXR image is preprocessed and segmented using AFCM (Adaptive Fuzzy C means) clustering. Then, feature extraction and several features are extracted. Finally, these features are given to the DL classifier Deep Belief Network (DBN). To improve the classification accuracy and to optimize the DBN, a metaheuristic optimization Adaptive Monarch butterfly optimization (AMBO) algorithm is used. Here, the Deep Belief Network with Adaptive Monarch butterfly optimization (DBN-AMBO) is used for enhancing the accuracy, reducing the error function, and optimizing weighting parameters. The overall implementation is carried out on the Python platform. The overall performance evaluations of the DBN-AMBO were carried out on MC and SC datasets and compared over the other approaches on the basis of certain metrics.

Article DOI & Crossmark Data

DOI : https://doi.org/10.1155/2022/3357508

Article QR Code

Early diagnosis of tuberculosis using deep learning approach for iot based healthcare applications QR Code

Article Subject Details

Article Keywords Details

Article File

Full Text PDF

Article References

More Article by Dr H Shaheen

A pervasive multi-distribution perceptron and hidden markov model for context aware systems

Fueled by the recent advancements in pervasive environment, affluent context aware systems is among the rousing in computing today, including embedded environment, different wirele...

An improved scheme for organizing ecommercebased websites using semantic web mining

In the running of the internet world, ecommerce industry has its own benchmark in terms of its rapid growth and has made itself an established sector that is indispensable for ever...

Secured data transmission in vanet using vehicular digital hash gen model

Vehicular adhoc structures (vanets) handle the public key infrastructure (pki) and certificate revocation lists (crls) for their security. in any pki structure, the check of a got ...

Open iot service platform technology with semantic web

This paper centers around how innovations adds to enhancing interoperability between iot gadgets, and making effectively utilization of iot gadgets. the proposed stage innovation g...