Sustainable Climatic Metrics Determination with Ensemble Predictive Analytics

Ashis Pattanaik, Vandana Sharma, Kanhaiya Kunj, Sushruta Mishra, Celestine Iwendi and Jude Osamor 2023. Sustainable Climatic Metrics Determination with Ensemble Predictive Analytics. 2023 4th International Conference on Computation, Automation and Knowledge Management (ICCAKM). Dubai, United Arab Emirates 12 - 13 Dec 2023 IEEE . https://doi.org/10.1109/iccakm58659.2023.10449578

TitleSustainable Climatic Metrics Determination with Ensemble Predictive Analytics
AuthorsAshis Pattanaik, Vandana Sharma, Kanhaiya Kunj, Sushruta Mishra, Celestine Iwendi and Jude Osamor
TypeConference paper
Abstract

Sustainable features are dependent on vital climatic elements that has a prominent impact on the retention of sustainability provided its metrics are in desired domain. Regression analysis and ensemble learning models are some of the predictive analytics methods which were used to detect the association of every feature on sustainable criteria. Weather samples from Delhi during 1970–2020 is used in the research which considers features like humidity, pollutant level, temperature etc which are gathered from several authenticated sites like pollution management unit of India. After analyzing several elements affecting weather endurability, it is noticed that pollutant level and temperature exhibit the highest significance recording 30% and 44% respectively. Also the R-square metric of 86% and 82% was observed with implementation of analytics models. The major conclusion recorded that random forest outperformed regression model and it established the importance of predictive analytics in predicting sustainability results. The research validated the relevance of climatic tracking for regulating sustainability.

Year2023
Conference2023 4th International Conference on Computation, Automation and Knowledge Management (ICCAKM)
PublisherIEEE
Accepted author manuscript
File Access Level
Open (open metadata and files)
Publication dates
Published12 Dec 2023
Published online05 Mar 2024
Journal2023 4th International Conference on Computation, Automation and Knowledge Management (ICCAKM)
ISBN9798350393248
Digital Object Identifier (DOI)https://doi.org/10.1109/iccakm58659.2023.10449578
Web address (URL)http://dx.doi.org/10.1109/iccakm58659.2023.10449578

Related outputs

Digital Forensics Challenges in Cyberspace: Overcoming Legitimacy and Privacy Issues Through Modularisation
Ashawa, M., Mansour, A., Riley, J., Osamor, J. and Owoh, N.P. 2024. Digital Forensics Challenges in Cyberspace: Overcoming Legitimacy and Privacy Issues Through Modularisation. Cloud Computing and Data Science. 5 (1), pp. 140-156. https://doi.org/10.37256/ccds.512024

An Adaptive Temporal Convolutional Network Autoencoder for Malicious Data Detection in Mobile Crowd Sensing
Nsikak Owoh, Jackie Riley, Moses Ashawa, Salaheddin Hosseinzadeh, Anand Philip and Jude Osamor 2024. An Adaptive Temporal Convolutional Network Autoencoder for Malicious Data Detection in Mobile Crowd Sensing. Sensors. 24 (7) 2353. https://doi.org/10.3390/s24072353

An Exploration of shared code execution for malware analysis
Moses Ashawa, Nsikak Pius Owoh, Jackie Riley, Jude Osamor and Salaheddin Hosseinzadeh 2024. An Exploration of shared code execution for malware analysis. 2024 International Conference on Artificial Intelligence, Computer, Data Sciences and Applications (ACDSA). Victoria, Seychelles 01 - 02 Feb 2024 IEEE . https://doi.org/10.1109/acdsa59508.2024.10467679

Preprint: Enhancing Credit Card Fraud Detection: An Ensemble Machine Learning Approach
Abdul Rehman Khalid, Nsikak Owoh, Omair Uthmani, Moses Ashawa, Jude Osamor and John Adejoh 2024. Preprint: Enhancing Credit Card Fraud Detection: An Ensemble Machine Learning Approach. Preprints.org. https://doi.org/10.20944/preprints202312.1007.v1

Enhancing Credit Card Fraud Detection: An Ensemble Machine Learning Approach
Abdul Rehman Khalid, Nsikak Owoh, Omair Uthmani, Moses Ashawa, Jude Osamor and John Adejoh 2024. Enhancing Credit Card Fraud Detection: An Ensemble Machine Learning Approach. Big Data and Cognitive Computing. 8 (1) 6. https://doi.org/10.3390/bdcc8010006

Vehicular Propagation Velocity Forecasting Using Open CV
Udayan Das, Vandana Sharma, Madhabananda Das, Sushruta Mishra, Celestine Iwendi and Jude Osamor 2023. Vehicular Propagation Velocity Forecasting Using Open CV. 2023 4th International Conference on Computation, Automation and Knowledge Management (ICCAKM). Dubai, United Arab Emirates 12 - 13 Dec 2023 IEEE . https://doi.org/10.1109/iccakm58659.2023.10449587

Twitter Sentiment Analysis and Emotion Detection Using NLTK and TextBlob
Nehal, Divyank Jeet, Vandana Sharma, Sushruta Mishra, Celestine Iwendi and Jude Osamor 2023. Twitter Sentiment Analysis and Emotion Detection Using NLTK and TextBlob. 2023 4th International Conference on Computation, Automation and Knowledge Management (ICCAKM). Dubai, United Arab Emirates 12 - 13 Dec 2023 IEEE . https://doi.org/10.1109/iccakm58659.2023.10449540

Design and Implementation of an Optimized Mask RCNN Model for Liver Tumour Prediction and Segmentation
Raman Thakur, Dayal Rohan Volety, Vandana Sharma, Sushruta Mishra, Celestine Iwendi and Jude Osamor 2023. Design and Implementation of an Optimized Mask RCNN Model for Liver Tumour Prediction and Segmentation. 2023 4th International Conference on Computation, Automation and Knowledge Management (ICCAKM). Dubai, United Arab Emirates 12 - 13 Dec 2023 IEEE . https://doi.org/10.1109/iccakm58659.2023.10449653

The Impact of Cyber Threats on the Global Food Supply Chain: a Focus on Grain Storage Security
Aliyu Yisa, Mohammed Gana Yisa, Jude Osamor and Mohammed Yisa 2023. The Impact of Cyber Threats on the Global Food Supply Chain: a Focus on Grain Storage Security. Authorea. https://doi.org/10.22541/au.169511622.28532721/v1

A big data study of language use and impact in radio broadcasting in China
Ruihua Zhang, Jincheng Zhou, Tao Hai, Shixue Zhang, Marvellous Iwendi, Mohd Asif Shah and Jude Osamor 2023. A big data study of language use and impact in radio broadcasting in China. Journal of Cloud Computing: Advances, Systems and Applications. 12 28. https://doi.org/10.1186/s13677-023-00399-6

Preprint: Higher Education Perceived Stress and Physical Stress: Big Data Analysis
Ruihua Zhang, Jincheng Zhou, Tao Hai, Shixue Zhang, Jude Osamor, Marvellous GodsPraise Iwendi and Mohammad Shah 2022. Preprint: Higher Education Perceived Stress and Physical Stress: Big Data Analysis. Research Square. https://doi.org/10.21203/rs.3.rs-2146058/v1

A novel trust-based security and privacy model for Internet of Vehicles using encryption and steganography
Manjari Singh Rathore, M. Poongodi, Praneet Saurabh, Umesh Kumar Lilhore, Sami Bourouis, Wajdi Alhakami, Jude Osamor and Mounir Hamdi 2022. A novel trust-based security and privacy model for Internet of Vehicles using encryption and steganography. Computers and Electrical Engineering. 102 108205. https://doi.org/10.1016/j.compeleceng.2022.108205

Inferences Derived from Reservoir Permeability Estimation Using Static and Dynamic Data: Core Data Analysis Versus Drawdown Tests
Francis Nwabia, Jude Osamor, Robinson Madu, Nkemakolam Izuwa and Anthony Chikwe 2021. Inferences Derived from Reservoir Permeability Estimation Using Static and Dynamic Data: Core Data Analysis Versus Drawdown Tests. in: Jia'en Lin (ed.) IPPTC 2021: Proceedings of the 2021 International Petroleum and Petrochemical Technology Conference Springer Nature. pp. 184-196

Permalink - https://westminsterresearch.westminster.ac.uk/item/w8w01/sustainable-climatic-metrics-determination-with-ensemble-predictive-analytics


Share this

Usage statistics

7 total views
4 total downloads
These values cover views and downloads from WestminsterResearch and are for the period from September 2nd 2018, when this repository was created.