Denny John

Dr. Denny John

orcid

Research Focus & Metrics

Academic Career Length

5Years (2022-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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8 September 2022 in Journal of Thermal Spray Technology
Verified
Journal Article
Closed access
PDF file
Denny JohnDenny John
Denny John
TPTanaji Paul
Tanaji Paul
KOKazue Orikasa
Kazue Orikasa
CZCheng Zhang
Cheng Zhang
BBBenjamin Boesl
Benjamin Boesl
AAArvind Agarwal
Arvind Agarwal

26 December 2024 in Coatings
Verified
Journal Article
Open access
PDF file
AHAbderrachid Hamrani
Abderrachid Hamrani
AMAditya Medarametla
Aditya Medarametla
Denny JohnDenny John
Denny John
AAArvind Agarwal
Arvind Agarwal
Cold spray technology has become essential for industries requiring efficient material deposition, yet achieving optimal deposition efficiency (DE) presents challenges due to complex interactions among process parameters. This study developed a two-stage machine learning (ML) framework incorporating Bayesian optimization to address these challenges. In the first stage, a classification model predicted the occurrence of deposition, while the second stage used a regression model to forecast DE values given deposition presence. The approach was validated on Aluminum 6061 data, demonstrating its capability to accurately predict DE and identify optimal process parameters for target efficiencies. Model interpretability was enhanced with SHAP analysis, which identified gas temperature and gas type as primary factors affecting DE. Scenario-based inverse analysis further validated the framework by comparing model-predicted parameters to literature data, revealing high accuracy in replicating real-world conditions. Notably, substituting hydrogen as the gas carrier reduced the required gas temperature and pressure for high DE values, suggesting economic and operational benefits over helium and nitrogen. This study demonstrates the effectiveness of AI-driven solutions in optimizing cold spray processes, contributing to more efficient and practical approaches in material deposition.

3 November 2024 in Advanced Engineering Materials
Verified
Journal Article
Closed access
Denny JohnDenny John
Denny John
ASAbhijith Kunneparambil Sukumaran
Abhijith Kunneparambil Sukumaran
SMSohail Mazher Ali Khan Mohammed
Sohail Mazher Ali Khan Mohammed
KOKazue Orikasa
Kazue Orikasa
LLLihua Lou
Lihua Lou
AAArvind Agarwal
Arvind Agarwal

6 December 2023
Verified
Book Chapter
Closed access
PDF file
SDSuprabha Das
Suprabha Das
SSShariful Islam Sozal
Shariful Islam Sozal
WLWenhao Li
Wenhao Li
Denny JohnDenny John
Denny John

30 August 2023 in Advanced Engineering Materials
Verified
Journal Article
Closed access
SMSohail M. A. K. Mohammed
Sohail M. A. K. Mohammed
AAAleksander Angel Aleman
Aleksander Angel Aleman
Denny JohnDenny John
Denny John
TPTanaji Paul
Tanaji Paul
AAArvind Agarwal
Arvind Agarwal

21 May 2024 in Journal of Thermal Spray Technology
Verified
Journal Article
Closed access
PDF file
Denny JohnDenny John
Denny John
BSBryer C. Sousa
Bryer C. Sousa
TPTanaji Paul
Tanaji Paul
SMSohail M. A. K Mohammed
Sohail M. A. K Mohammed
DCDanielle L. Cote
Danielle L. Cote
AAArvind Agarwal
Arvind Agarwal