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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 12 | Issue 7 | Month- July 2024
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Published Paper Details:
Paper Title
Data Imputation Techniques for Missing Sensor Data in IIoT Environments
Authors
Prof. Vidya Sagvekar, Preksha Shah, Siddharth Tanna, Vraj Parekh
Keywords
Data Imputation, Industrial Internet of Things (IIoT), Missing Sensor Data, Time-Series Imputation, Spatial Imputation, Performance Metrics, Real World Applications, Challenges, Future Directions.
Abstract
By supplying real-time data from a variety of sensors, the Industrial Internet of Things (IIoT) has completely transformed industrial operations. However, these sensors' dependability varies, which might result in overlooked data points that impair proper analysis and decision-making. This paper explores various data imputation methods in the Internet of Things (IoT), including traditional methods like mean imputation and linear interpolation. The performance metrics and experimental results are evaluated using a relevant IIoT dataset. The paper highlights the impact of imputation accuracy on downstream IIoT applications and discusses challenges and future research directions, such as improving imputation techniques, addressing noisy sensor data, and considering scalability for large-scale deployments.
IJCRT's Publication Details
Unique Identification Number - IJCRT2310122
Paper ID - 244849
Page Number(s) - b87-b93
Pubished in - Volume 11 | Issue 10 | October 2023
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Prof. Vidya Sagvekar, Preksha Shah, Siddharth Tanna, Vraj Parekh, "Data Imputation Techniques for Missing Sensor Data in IIoT Environments", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.11, Issue 10, pp.b87-b93, October 2023, Available at :http://www.ijcrt.org/papers/IJCRT2310122.pdf
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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