Proceedings of the Global Symposium on Adaptive Manufacturing (GSAM 2026)
Global Symposium on Adaptive Manufacturing (GSAM 2026)
📍Derry~Londonderry, United Kingdom🗓️ 7 September 2026
24 articles
Proceedings Article
Peer-Review Statements
Deepika Nikam, Alistair McIlhagger, Khalid Saeed, Cormac McGarrigle, Sagar Nikam
All of the articles in this proceedings volume have been presented at the Global Symposium on Adaptive Manufacturing (GSAM 2026) on 7th Sepetmber 2026 in Ulster University Derry~Londonderry Campus, Northern Ireland, UK. These articles have been peer reviewed by the members of the Programme Committee...
Proceedings Article
Optimization of TLP Diffusion Bonding Parameters for Joining AA2219 and Ti-6Al-4V with Copper as Interlayer Using RSM-BBD Method
Manjunath Vatnalmath, Virupaxi Auradi, V. Bharath, Madeva Nagaral
The transient liquid phase (TLP) diffusion bonding is carried out using the Box Behnken design matrix, and the bonding parameters such as temperature, pressure and holding time have been optimized using the desirability function. The diffusion bonded joints are studied for their microstructure, intermetallic...
Proceedings Article
Experimental Identification of Stable Deposition Regimes for Adaptive Layer-Wise Control in Laser Directed Energy Deposition
Kedarnath Rane, Joe Rhattigan, Liza Hall, Conor MacFadden, Calum Hicks, Ryan Devine, Sampan Seth, Andreas Reimer, Stephen Fitzpatrick
Directed Energy Deposition (DED) is increasingly adopted for the manufacture, repair, and reconditioning of high-value components; however, process variability remains a significant barrier to repeatable and adaptive production. This study presents an experimental foundation for adaptive manufacturing...
Proceedings Article
Comparison of Fixed Dwell Time and Interpass Temperature-Controlled Strategies for Thin-Walled WAAM-CMT ER70S-6 Depositions
Dylan Browne, Edward Archer, Cormac McGarrigle, Ryan Harkin
Wire Arc Additive Manufacturing (WAAM) enables the fabrication of large-scale metallic components with a high deposition rate (2-3Â kg/hr) [1]. However, this additive process can be susceptible to thermal accumulation which can negatively affect geometrical and mechanical characteristics. This study investigates...
Proceedings Article
Microstructural Analysis of Directed Energy Deposited Iron Silicon Alloy
Mohd Rafiq Parray, Shiva Sekar
Directed Energy Deposition (DED) is fundamentally an additive manufacturing (AM) technique, capable for the fabrication of Fe-Si soft magnetic materials, which are important for transformers, motors and other energy structures. This study utilizes optical microscopy (OM), X-ray Diffraction (XRD), Electron...
Proceedings Article
IDOL Reconstruction Using Deep Learning and Additive Manufacturing: A Framework for Cultural Heritage Restoration
Tejaswini Bhosale, Aditya Pathak, Deepika Nikam, Mayur Sawant
Often times, cultural heritage artifacts and idols are damaged by aging, environmental conditions, accidents and natural disasters. Traditional methods for the restoration are time consuming and need skilled artisans. The proposed approach an Idol reconstruction framework based on an AI-assisted additive...
Proceedings Article
Prediction of Temperature on the Substrate During Wire Arc DED Through Physics Informed Neural Network
Rupendra Singh Tanwar, Suyog Jhavar, Sheetal Kumar Dewangan
Accurate prediction of the substrate temperature during Wire Arc Directed Energy Deposition (Wire Arc DED) is critical for managing thermal gradients, avoiding residual deformation, and maintaining the dimensional correctness and mechanical performance of manufactured metallic components. The research...
Proceedings Article
Sound Absorption Performance of Sustainable 3D-Printed Micro-Perforated PLA Panels
Ganesh Kekan, Virendra Bhojwani, Sachin Pawar
In the current study, the sound absorption performance of 3D-printed PLA micro-perforated panels fabricated via fused deposition modelling was evaluated. During evaluation, thickness was kept constant at 1Â mm while pore diameter was varied as 0.4Â mm, 0.6Â mm, 0.8Â mm, and 1Â mm. For experimentation, the...
Proceedings Article
Sustainable Extraction of Amorphous Silica for use in Additive Manufacturing
Ben Groogan, Conor McCrickard, Jawad Ullah, Faisal Manzoor
The use of Polyetheretherketone (PEEK) is common in biomedical applications due to its excellent mechanical properties, chemical resistance and biocompatibility. However, the main limitation of PEEK for biomedical applications is its bioinert nature, resulting in a lack of bioactive response in-vivo....
Proceedings Article
Localised Fibre Reinforcement for Bearing Regions in 3D Printed Composites
Mary Hanna, Khalid Saeed, Cormac McGarrigle
This study investigates the influence of localised continuous fibre toolpaths on the structural behaviour of additive manufactured composite components containing geometric defects. Using a Markforged platform, 40-layer symmetrical specimens (
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Proceedings Article
Adaptive Manufacturing of AI-Enabled Smart Knee Implants
Yamini Sharma, Mayur Sawant, Sudarshan Sanap
Recent developments in adaptive manufacturing have enabled the design of smart knee implants by combining additive manufacturing, embedded sensing technologies, and artificial intelligence (AI). These implants facilitate continuous assessment of implant performance and patient biomechanics, while AI-based...
Proceedings Article
Fabrication of Stainless-Steel Alloy Using Wire Arc Additive Manufacturing
P. S. Gowthaman, J. Gowthaman
Wire Arc Additive Manufacturing (WAAM) is an efficient process for producing large metallic parts with high deposition rates and less cost. This study investigates the influence of different shielding gas mixtures (SG-1: 100%Ar, SG-2: 95%Ar+5%COâ‚‚, SG-3: 90%Ar+10%COâ‚‚, and SG-4: 80%Ar+20%COâ‚‚) on CMT-WAAM...
Proceedings Article
DMBSI-CARE: A Causal Process-Mining Framework for Root-Cause Analysis and Bottleneck Attribution in Wafer Fabrication
Mohammad Sharifur Rahman, M. M. Manjurul Islam, Karl McCreadie, Saugat Bhattacharyya, Cormac McAteer, Bryan John Baker, Nuala Parker, Girijesh Prasad
Cycle-time root-cause analysis in wafer fabrication still relies on descriptive severity rankings, yet severity does not equate to causal impact, does not reveal how delays propagate, and cannot explain why a particular lot was slow. DMBSI-CARE closes these gaps by seeding a structural causal model with...
Proceedings Article
Finite Element Analysis of a Ti-6Al-4V Tibial Base Plate for Adaptive Manufacturing of Knee Implants
Yamini Sharma, Mayur Sawant, Sudarshan Sanap
Adaptive manufacturing integrates computational simulation with advanced manufacturing to optimize orthopedic implant design. A Ti-6Al-4V tibial plate was analyzed using ANSYS Mechanical 2025 R2 where a compressive load of 2000Â N was applied on the model while restraining the bottom surface of the implant....
Proceedings Article
Pump-Path Degradation and Specific-Energy Tracking Via Closure Reconciliation Against a Calibrated 1D Hydraulic Model
Thomas Hadden, Usman Hadi
Energy optimisation of multi-pump stations requires pump-specific energy, yet many installations measure only total station flow. This simulated feasibility study reconciles discharge pressures, pump electrical powers and station flow against a calibrated 1D hydraulic model to identify degradation. Controlled...
Proceedings Article
Development of a Thermo-Mechanical Finite Element Framework for Multi-Layer Fused Filament Fabrication of Polypropylene
Luke Gilmour, Anto Antony Samy, Alistair McIlhagger
Fused filament fabrication of semi-crystalline polymers is influenced by complex thermal behaviour that contributes to residual stress and part distortion. This work presents the development of a two-dimensional thermo-mechanical finite element framework for modelling the multi-layer deposition of polypropylene...
Proceedings Article
A Data-Driven Approach for Thermal Modelling of Wire Arc Additive Manufacturing: Combining the Finite Element Method and Machine Learning
Dharmendar Kumar Mahato, Mukesh Chandra, Sagar Nikam
During the fabrication of large components using Wire Arc Additive Manufacturing (WAAM), the process involves a unique thermal cycle that results in significant heat accumulation in the deposited layers. This research proposes a data-driven technique that combines finite element analysis (FEA) and Machine...
Proceedings Article
Development of a Unity-Based Digital Twin for Robot Arm Monitoring and Remote Operation
Sangjun Jeong, Soonjo Kwon, Sang-in Park, Jaehyeok Doh
This study presents a Unity-based digital twin for robot arm monitoring and remote operation. Physical robot joint states were transmitted to Unity for real-time visualization, while operator-defined commands were sent from Unity to the physical robot. The two data flows were integrated through User...
Proceedings Article
Optimizing Industrial Gas Supply Logistics with a Zero-Intervention Monitoring System
Shridhar Deshpande, Sagar Wankhede
Industrial settings often suffer from operational lags owing to the unforeseen depletion of cylinders and manual tracking of their inventory. In this paper, an IoT-based zero-intervention monitoring technique that uses a strain-gauge load cell, HX711 amplifier, and ESP32 microcontroller to measure the...
Proceedings Article
From Prediction to Prescription: A Framework for Prescriptive Maintenance
Ruaridh McNair, Soham Jain, Amit Kumar Jain
Industries need a maintenance strategy that not only predicts failure but also optimises machine operating conditions to maximise the lifespan. This work addresses this by introducing a new prescriptive maintenance strategy. This framework provides actionable recommendations to optimise the machine’s...
Proceedings Article
Ensemble Machine Learning Algorithms for Remaining Useful Life Prediction
Richard Duffy, Sagar Nikam
Accurate cutting-tool degradation prediction is essential for predictive maintenance in Industry 4.0. This paper presents an explainable ensemble framework for direct Remaining Useful Life (RUL) prediction using the NASA Milling Dataset. Wavelet Packet Decomposition (WPD), training-only feature selection...
Proceedings Article
Comparative Analysis of Conventional and Spring -Integrated Tibial Spacer Designs
Vijaykumar Shep, Mayur Sawant, Sudarshan Sanap, Sagar Nikam
A conventional UHMWPE tibial spacer and a spring-integrated spacer manufactured were evaluated under compressive loading using FEA in ANSYS Workbench at 3.085Â MPa. The conventional design showed a maximum von Mises stress of 9.91Â MPa and deformation of 0.312Â mm, while the spring-integrated design exhibited...
Proceedings Article
AI-Driven Patient-Specific Knee Implant Sizing and Design Using Medical Image Analysis and Additive Manufacturing
Yogesh Ramraje Khalate, Tejaswini Bhosale
Total Knee Arthroplasty (TKA) is a common procedure used in patients with severely affected knee joints due to trauma, osteoarthritis and severe knee degeneration. Traditional knee implants are, however, available in fixed sizes, which are often not suitable for all patients, depending on their anatomical...
Proceedings Article
Comparative Study of Low-Light Image Enhancement in Additive Manufacturing
Deepika Nikam, Sindhuja Mullangi, Tejaswini Bhosale, Shiva Shekar, Sagar Nikam
The images captured using the Wire Arc Additive Manufacturing (WAAM) process may exhibit problems such as bright arc glare, sensor noise, and non-uniform illumination of the image which can hinder the analysis of bead geometry and heat-affected-zone (HAZ) features. In the proposed research to enhance...