Efficient hyperparameter optimization for deep learning algorithms using deterministic rbf surrogates I Ilievski, T Akhtar, J Feng, C Shoemaker Proceedings of the AAAI Conference on Artificial Intelligence 31 (1), 2017 | 193 | 2017 |
Multi objective optimization of computationally expensive multi-modal functions with RBF surrogates and multi-rule selection T Akhtar, CA Shoemaker Journal of Global Optimization 64, 17-32, 2016 | 164 | 2016 |
SOP: parallel surrogate global optimization with Pareto center selection for computationally expensive single objective problems T Krityakierne, T Akhtar, CA Shoemaker Journal of Global Optimization 66, 417-437, 2016 | 47 | 2016 |
Efficient multi-objective optimization through population-based parallel surrogate search T Akhtar, CA Shoemaker arXiv preprint arXiv:1903.02167, 2019 | 26 | 2019 |
Efficient parallel surrogate optimization algorithm and framework with application to parameter calibration of computationally expensive three-dimensional hydrodynamic lake PDE … W Xia, C Shoemaker, T Akhtar, MT Nguyen Environmental Modelling & Software 135, 104910, 2021 | 21 | 2021 |
Hyperparameter optimization of deep neural networks using non-probabilistic RBF surrogate model I Ilievski, T Akhtar, J Feng, CA Shoemaker arXiv preprint arXiv 1607, 2016 | 16 | 2016 |
Integrating -dominance and RBF surrogate optimization for solving computationally expensive many-objective optimization problems W Wang, T Akhtar, CA Shoemaker Journal of Global Optimization 82 (4), 965-992, 2022 | 15 | 2022 |
Pakistan’s Water Resources: Overview and Challenges MA Watto, M Mitchell, T Akhtar Water Resources of Pakistan: Issues and Impacts 9, 1-12, 2021 | 15 | 2021 |
Advancing model calibration and uncertainty analysis of SWAT models using cloud computing infrastructure: LCC-SWAT M Zamani, NK Shrestha, T Akhtar, T Boston, P Daggupati Journal of Hydroinformatics 23 (1), 1-15, 2021 | 15 | 2021 |
A long-term global comparison of IMERG and CFSR with surface precipitation stations U Ghimire, T Akhtar, NK Shrestha, PK Paul, C Schürz, R Srinivasan, ... Water Resources Management 36 (14), 5695-5709, 2022 | 14 | 2022 |
Can-GLWS: Canadian great lakes weather service for the soil and water assessment tool (SWAT) modelling NK Shrestha, T Akhtar, U Ghimire, RP Rudra, PK Goel, R Shukla, ... Journal of Great Lakes Research 47 (1), 242-251, 2021 | 11 | 2021 |
Drought monitoring and prediction in climate vulnerable Pakistan: Integrating hydrologic and meteorologic perspectives T Akhtar, H Mushtaq, MZR Hashmi Hydrology and Earth System Sciences Discussions 2020, 1-29, 2020 | 8 | 2020 |
Hydrologic interpretation of machine learning models for 10-daily streamflow simulation in climate sensitive upper Indus catchments H Mushtaq, T Akhtar, MZR Hashmi, A Masood, F Saeed Theoretical and Applied Climatology, 1-18, 2024 | 6 | 2024 |
A novel objective function DYNO for automatic multivariable calibration of 3D lake models W Xia, T Akhtar, CA Shoemaker Hydrology and Earth System Sciences 26 (13), 3651-3671, 2022 | 4 | 2022 |
Water Security in Pakistan: Availability, Accessibility and Utilisation T Akhtar, HF Khan, D Mustafa Water Resources of Pakistan: Issues and Impacts 9, 57-78, 2021 | 4 | 2021 |
Combining local surrogates and adaptive restarts for global optimization of moderately expensive functions T Akhtar, CA Shoemaker AIP Conference Proceedings 2070 (1), 2019 | 4 | 2019 |
Efficient multi-objective optimization through parallel surrogate-assisted local search with tabu mechanism and asynchronous option W Wang, T Akhtar, CA Shoemaker Engineering Optimization 56 (7), 1081-1097, 2024 | 3 | 2024 |
Development of Asia Pacific Weather Statistics (APWS) dataset for use in Soil and Water Assessment Tool (SWAT) simulation U Ghimire, T Akhtar, N Shrestha, P Daggupati Earth System Science Data Discussions 2019, 1-30, 2019 | 3 | 2019 |
Enhanced watershed model evaluation incorporating hydrologic signatures and consistency within efficient surrogate multi-objective optimization W Xia, T Akhtar, W Lu, CA Shoemaker Environmental Modelling & Software 175, 105983, 2024 | 2 | 2024 |
Land and water use K Matheswaran, T Akhtar Afghanistan-Pakistan Shared Waters: State of the Basins, 99-119, 2023 | 1 | 2023 |