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D. P. P. Meddage
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A novel approach to explain the black-box nature of machine learning in compressive strength predictions of concrete using Shapley additive explanations (SHAP)
IU Ekanayake, DPP Meddage, U Rathnayake
Case Studies in Construction Materials 16, e01059, 2022
1202022
Explainable Machine Learning (XML) to predict external wind pressure of a low-rise building in urban-like settings
DPP Meddage, IU Ekanayake, AU Weerasuriya, CS Lewangamage, ...
Journal of Wind Engineering and Industrial Aerodynamics 226, 105027, 2022
292022
Interpretation of machine-learning-based (black-box) wind pressure predictions for low-rise gable-roofed buildings using Shapley additive explanations (SHAP)
P Meddage, I Ekanayake, US Perera, HM Azamathulla, MA Md Said, ...
Buildings 12 (6), 734, 2022
242022
A simplified mathematical formulation for water quality index (WQI): A case study in the Kelani River Basin, Sri Lanka
R Makubura, DPP Meddage, HM Azamathulla, M Pandey, U Rathnayake
Fluids 7 (5), 147, 2022
192022
Predicting adhesion strength of micropatterned surfaces using gradient boosting models and explainable artificial intelligence visualizations
IU Ekanayake, S Palitha, S Gamage, DPP Meddage, K Wijesooriya, ...
Materials Today Communications 36, 106545, 2023
182023
Tree-based regression models for predicting external wind pressure of a building with an unconventional configuration
DPP Meddage, IU Ekanayake, AU Weerasuriya, CS Lewangamage
2021 Moratuwa Engineering Research Conference (MERCon), 257-262, 2021
182021
Exploring the applicability of expanded polystyrene (EPS) based concrete panels as roof slab insulation in the tropics
DPP Meddage, A Chadee, MTR Jayasinghe, U Rathnayake
Case Studies in Construction Materials 17, e01361, 2022
172022
Predicting bulk average velocity with rigid vegetation in open channels using tree-based machine learning: a novel approach using explainable artificial intelligence
DPP Meddage, IU Ekanayake, S Herath, R Gobirahavan, N Muttil, ...
Sensors 22 (12), 4398, 2022
162022
Modeling strength characteristics of basalt fiber reinforced concrete using multiple explainable machine learning with a graphical user interface
W Kulasooriya, RSS Ranasinghe, US Perera, P Thisovithan, ...
Scientific Reports 13 (1), 13138, 2023
142023
A novel explainable AI-based approach to estimate the natural period of vibration of masonry infill reinforced concrete frame structures using different machine learning techniques
P Thisovithan, H Aththanayake, DPP Meddage, IU Ekanayake, ...
Results in Engineering 19, 101388, 2023
132023
Evaluating expressway traffic crash severity by using logistic regression and explainable & supervised machine learning classifiers
JPSS Madushani, RMK Sandamal, DPP Meddage, HR Pasindu, ...
Transportation Engineering 13, 100190, 2023
122023
A novel approach to explain the black-box nature of machine learning in compressive strength predictions of concrete using Shapley additive explanations (SHAP), Case Stud …
IU Ekanayake, DPP Meddage, U Rathnayake
8
Influence of crumb rubber and coconut coir on strength and durability characteristics of interlocking paving blocks
S Gamage, S Palitha, DPP Meddage, S Mendis, HM Azamathulla, ...
Buildings 12 (7), 1001, 2022
62022
Modeling streamflow in non-gauged watersheds with sparse data considering physiographic, dynamic climate, and anthropogenic factors using explainable soft computing techniques
C Madhushani, K Dananjaya, IU Ekanayake, DPP Meddage, ...
Journal of Hydrology, 130846, 2024
52024
A novel machine learning approach for diagnosing diabetes with a self-explainable interface
G Dharmarathne, TN Jayasinghe, M Bogahawaththa, DPP Meddage, ...
Healthcare Analytics 5, 100301, 2024
42024
On the deviation of mean pressure coefficients in wind loading standards for a low-rise, gable-roofed building with boundary walls
DPP Meddage, CS Lewangamage, AU Weerasuriya
Structures 36, 50-64, 2022
42022
Performances of Holiday Climate Index (HCI) for Urban and Beach Destinations in Sri Lanka under Changing Climate
JT Samarasinghe, CP Wickramarachchi, RK Makumbura, P Meddage, ...
Climate 11 (3), 48, 2023
32023
A new frontier in streamflow modeling in ungauged basins with sparse data: A modified generative adversarial network with explainable AI
U Perera, DTS Coralage, IU Ekanayake, J Alawatugoda, DPP Meddage
Results in Engineering, 101920, 2024
22024
Use of EPS Based Light-Weight Concrete Panels as a Roof Insulation Material for NERD Slab System
DPP Meddage, MTR Jayasinghe
ICSBE 2020, pp 375-384, 2021
22021
Predicting transient wind loads on tall buildings in three-dimensional spatial coordinates using machine learning
DPP Meddage, D Mohotti, K Wijesooriya
Journal of Building Engineering, 108725, 2024
12024
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