Machine-learning-based global optimization of microwave passives with variable-fidelity EM models and response … – Nature.com
Zhu, F., Luo, G. Q., Liao, Z., Dai, X. W. & Wu, K. Compact dual-mode bandpass filters based on half-mode substrate-integrated waveguide cavities. IEEE Microw. Wirel. Compon. Lett. 31(5), 441444 (2021).
Article ADS Google Scholar
Erman, F., Koziel, S., Hanafi, E., Soboh, R. & Szczepanski, S. Miniaturized metal-mountable U-shaped inductive-coupling-fed UHF RFID tag antenna with defected microstrip surface. IEEE Access 10, 4730147308 (2022).
Article Google Scholar
Zhang, H. et al. A low-profile compact dual-band L-shape monopole antenna for microwave thorax monitoring. IEEE Ant. Wirel. Propag. Lett. 19(3), 448452 (2020).
Article ADS Google Scholar
Matos, D., da Cruz Jordo, M. D., Correia, R. & Carvalho, N. B. Millimeter-wave BiCMOS backscatter modulator for 5 G-IoT applications. IEEE Microw. Wirel. Compon. Lett. 31(2), 173176 (2021).
Article Google Scholar
Hu, Y.-Y., Sun, S. & Xu, H. Compact collinear quasi-Yagi antenna array for wireless energy harvesting. IEEE Access 8, 3530835317 (2020).
Article Google Scholar
Li, Q., Chen, X., Chi, P. & Yang, T. Tunable bandstop filter using distributed coupling microstrip resonators with capacitive terminal. IEEE Microw. Wirel. Compon. Lett. 30(1), 3538 (2020).
Article Google Scholar
Liu, M. & Lin, F. Two-section broadband couplers with wide-range phase differences and power-dividing ratios. IEEE Microw. Wirel. Compon. Lett. 31(2), 117120 (2021).
Article ADS Google Scholar
Gmez-Garca, R., Rosario-De Jesus, J. & Psychogiou, D. Multi-band bandpass and bandstop RF filtering couplers with dynamically-controlled bands. IEEE Access 6, 3232132327 (2018).
Article Google Scholar
Zhang, R. & Peroulis, D. Mixed lumped and distributed circuits in wideband bandpass filter application for spurious-response suppression. IEEE Microw. Wirel. Compon. Lett. 28(11), 978980 (2018).
Article Google Scholar
He, Z. & Liu, C. A compact high-efficiency broadband rectifier with a wide dynamic range of input power for energy harvesting. IEEE Microw. Wirel. Compon. Lett. 30(4), 433436 (2020).
Article Google Scholar
Jiang, Z. H., Gregory, M. D. & Werner, D. H. Design and experimental investigation of a compact circularly polarized integrated filtering antenna for wearable biotelemetric devices. IEEE Trans. Biomedical Circuits Syst. 10(2), 328338 (2016).
Article Google Scholar
Kracek, J., vanda, M., Mazanek, M. & Machac, J. Implantable semi-active UHF RFID tag with inductive wireless power transfer. IEEE Ant. Wirel. Propag. Lett. 15, 16571660 (2016).
Article ADS Google Scholar
Firmansyah, T., Alaydrus, M., Wahyu, Y., Rahardjo, E. T. & Wibisono, G. A highly independent multiband bandpass filter using a multi-coupled line stub-SIR with folding structure. IEEE Access 8, 8300983026 (2020).
Article Google Scholar
Chen, S. et al. A frequency synthesizer based microwave permittivity sensor using CMRC structure. IEEE Access 6, 85568563 (2018).
Article Google Scholar
Zhu, Y., Wang, J., Hong, J., Chen, J.-X. & Wu, W. Two- and three-way filtering power dividers with harmonic suppression using triangle patch resonator. IEEE Trans. Circuits Syst. I Regul. Pap. 68(12), 50075017 (2021).
Article Google Scholar
Wei, F., Jay Guo, Y., Qin, P. & Wei Shi, X. Compact balanced dual- and tri-band bandpass filters based on stub loaded resonators. IEEE Microw. Wirel. Compon. Lett. 25(2), 7678 (2015).
Article Google Scholar
Koziel, S. & Bandler, J. W. Space mapping with multiple coarse models for optimization of microwave components. IEEE Microw. Wirel. Compon. Lett. 18, 13 (2008).
Article Google Scholar
Chione, G. & Pirola, M. Microwave Electronics (Cambridge University Press, 2018).
Google Scholar
Ullah, U., Al-Hasan, M., Koziel, S. & Ben Mabrouk, I. Series-slot-fed circularly polarized multiple-input-multiple-output antenna array enabling circular polarization diversity for 5G 28-GHz indoor applications. IEEE Trans. Ant. Prop. 69(9), 56075616 (2021).
Article ADS Google Scholar
Zhu, Y. & Dong, Y. A novel compact wide-stopband filter with hybrid structure by combining SIW and microstrip technologies. IEEE Microw. Wirel. Compon. Lett. 31(7), 841844 (2021).
Article Google Scholar
Koziel, S., Pietrenko-Dabrowska, A. & Plotka, P. Reduced-cost microwave design closure by multi-resolution EM simulations and knowledge-based model management. IEEE Access 9, 116326116337 (2021).
Article Google Scholar
Feng, F. et al. Parallel gradient-based EM optimization for microwave components using adjoint- sensitivity-based neuro-transfer function surrogate. IEEE Trans. Microw. Theory Techn. 68(9), 36063620 (2020).
Article ADS Google Scholar
Kolda, T. G., Lewis, R. M. & Torczon, V. Optimization by direct search: new perspectives on some classical and modern methods. SIAM Rev. 45, 385482 (2003).
Article ADS MathSciNet Google Scholar
Shen, Z., Xu, K., Mbongo, G. M., Shi, J. & Yang, Y. Compact balanced substrate integrated waveguide filter with low insertion loss. IEEE Access 7, 126111126115 (2019).
Article Google Scholar
Li, Y., Ren, P. & Xiang, Z. A dual-passband frequency selective surface for 5G communication. IEEE Antennas Wirel. Propag. Lett. 18(12), 25972601 (2019).
Article ADS Google Scholar
Abdullah, M. & Koziel, S. Supervised-learning-based development of multi-bit RCS-reduced coding metasurfaces. IEEE Trans. Microw. Theory Tech. 70(1), 264274 (2021).
Article ADS Google Scholar
Blankrot, B. & Heitzinger, C. Efficient computational design and optimization of dielectric metamaterial structures. IEEE J. Multiscale Multiphysics Comp. Tech. 4, 234244 (2019).
Article ADS Google Scholar
Ma, Y., Yang, S., Chen, Y., Qu, S.-W. & Hu, J. Pattern synthesis of 4-D irregular antenna arrays based on maximum-entropy model. IEEE Trans. Antennas Propag. 67(5), 30483057 (2019).
Article ADS Google Scholar
Tang, M., Chen, X., Li, M. & Ziolkowski, R. W. Particle swarm optimized, 3-D-printed, wideband, compact hemispherical antenna. IEEE Antennas Wirel. Propag. Lett. 17(11), 20312035 (2018).
Article ADS Google Scholar
Li, H., Jiang, Y., Ding, Y., Tan, J. & Zhou, J. Low-sidelobe pattern synthesis for sparse conformal arrays based on PSO-SOCP optimization. IEEE Access 6, 7742977439 (2018).
Article Google Scholar
Zhang, H., Bai, B., Zheng, J. & Zhou, Y. Optimal design of sparse array for ultrasonic total focusing method by binary particle swarm optimization. IEEE Access 8, 111945111953 (2020).
Article Google Scholar
Rayas-Sanchez, J. E., Koziel, S. & Bandler, J. W. Advanced RF and microwave design optimization: A journey and a vision of future trends. IEEE J. Microw. 1(1), 481493 (2021).
Article Google Scholar
Abdullah, M. & Koziel, S. A novel versatile decoupling structure and expedited inverse-model-based re-design procedure for compact single-and dual-band MIMO antennas. IEEE Access 9, 3765637667 (2021).
Article Google Scholar
Jin, H., Zhou, Y., Huang, Y. M., Ding, S. & Wu, K. Miniaturized broadband coupler made of slow-wave half-mode substrate integrated waveguide. IEEE Microw. Wirel. Compon. Lett. 27(2), 132134 (2017).
Article Google Scholar
Martinez, L., Belenguer, A., Boria, V. E. & Borja, A. L. Compact folded bandpass filter in empty substrate integrated coaxial line at S-Band. IEEE Microw. Wirel. Compon. Lett. 29(5), 315317 (2019).
Article Google Scholar
Shum, K. M., Luk, W. T., Chan, C. H. & Xue, Q. A UWB bandpass filter with two transmission zeros using a single stub with CMRC. IEEE Microw. Wirel. Compon. Lett. 17(1), 4345 (2007).
Article ADS Google Scholar
Li, X. & Luk, K. M. The grey wolf optimizer and its applications in electromagnetics. IEEE Trans. Antennas Propag. 68(3), 21862197 (2020).
Article ADS Google Scholar
Luo, X., Yang, B. & Qian, H. J. Adaptive synthesis for resonator-coupled filters based on particle swarm optimization. IEEE Trans. Microw. Theory Tech. 67(2), 712725 (2019).
Article ADS Google Scholar
Majumder, A., Chatterjee, S., Chatterjee, S., Sinha Chaudhari, S. & Poddar, D. R. Optimization of small-signal model of GaN HEMT by using evolutionary algorithms. IEEE Microw. Wirel. Compon. Lett. 27(4), 362364 (2017).
Article Google Scholar
Oyelade, O. N., Ezugwu, A.E.-S., Mohamed, T. I. A. & Abualigah, L. Ebola optimization search algorithm: A new nature-inspired metaheuristic optimization algorithm. IEEE Access 10, 1615016177 (2022).
Article Google Scholar
Milner, S., Davis, C., Zhang, H. & Llorca, J. Nature-inspired self-organization, control, and optimization in heterogeneous wireless networks. IEEE Trans. Mobile Comput. 11(7), 12071222 (2012).
Article Google Scholar
Zhao, Q. & Li, C. Two-stage multi-swarm particle swarm optimizer for unconstrained and constrained global optimization. IEEE Access 8, 124905124927 (2020).
Article Google Scholar
Jiacheng, L. & Lei, L. A hybrid genetic algorithm based on information entropy and game theory. IEEE Access 8, 3660236611 (2020).
Article Google Scholar
Zhao, Z., Wang, X., Wu, C. & Lei, L. Hunting optimization: A new framework for single objective optimization problems. IEEE Access 7, 3130531320 (2019).
Article Google Scholar
Zhang, Q. & Liu, L. Whale optimization algorithm based on Lamarckian learning for global optimization problems. IEEE Access 7, 3664236666 (2019).
Article Google Scholar
Ismaeel, A. A. K., Elshaarawy, I. A., Houssein, E. H., Ismail, F. H. & Hassanien, A. E. Enhanced elephant herding optimization for global optimization. IEEE Access 7, 3473834752 (2019).
Article Google Scholar
Wang, P., Rao, Y. & Luo, Q. An effective discrete grey wolf optimization algorithm for solving the packing problem. IEEE Access 8, 115559115571 (2020).
Article Google Scholar
Liu, F., Liu, Y., Han, F., Ban, Y. & Jay Guo, Y. Synthesis of large unequally spaced planar arrays utilizing differential evolution with new encoding mechanism and cauchy mutation. IEEE Trans. Antennas Propag. 68(6), 44064416 (2020).
Article ADS Google Scholar
Kovaleva, M., Bulger, D. & Esselle, K. P. Comparative study of optimization algorithms on the design of broadband antennas. IEEE J. Multiscale Multiphysics Comput. Tech. 5, 8998 (2020).
Article ADS Google Scholar
Ghorbaninejad, H. & Heydarian, R. New design of waveguide directional coupler using genetic algorithm. IEEE Microw. Wirel. Compon. Lett. 26(2), 8688 (2016).
Article Google Scholar
- The Nvidia AI interview: Inside DLSS 4 and machine learning with Bryan Catanzaro - Eurogamer - January 22nd, 2025 [January 22nd, 2025]
- The wide use of machine learning VFX techniques on Here - befores & afters - January 22nd, 2025 [January 22nd, 2025]
- .NET Core: Pioneering the Future of AI and Machine Learning - TechBullion - January 22nd, 2025 [January 22nd, 2025]
- Development and validation of a machine learning-based prediction model for hepatorenal syndrome in liver cirrhosis patients using MIMIC-IV and eICU... - January 22nd, 2025 [January 22nd, 2025]
- A comparative study on different machine learning approaches with periodic items for the forecasting of GPS satellites clock bias - Nature.com - January 22nd, 2025 [January 22nd, 2025]
- Machine learning based prediction models for the prognosis of COVID-19 patients with DKA - Nature.com - January 22nd, 2025 [January 22nd, 2025]
- A scoping review of robustness concepts for machine learning in healthcare - Nature.com - January 22nd, 2025 [January 22nd, 2025]
- How AI and machine learning led to mind blowing progress in understanding animal communication - WHYY - January 22nd, 2025 [January 22nd, 2025]
- 3 Predictions For Predictive AI In 2025 - The Machine Learning Times - January 22nd, 2025 [January 22nd, 2025]
- AI and Machine Learning - WEF report offers practical steps for inclusive AI adoption - SmartCitiesWorld - January 22nd, 2025 [January 22nd, 2025]
- Learnings from a Machine Learning Engineer Part 3: The Evaluation | by David Martin | Jan, 2025 - Towards Data Science - January 22nd, 2025 [January 22nd, 2025]
- Google AI Research Introduces Titans: A New Machine Learning Architecture with Attention and a Meta in-Context Memory that Learns How to Memorize at... - January 22nd, 2025 [January 22nd, 2025]
- Improving BrainMachine Interfaces with Machine Learning ... - eeNews Europe - January 22nd, 2025 [January 22nd, 2025]
- Powered by machine learning, a new blood test can enable early detection of multiple cancers - Medical Xpress - January 15th, 2025 [January 15th, 2025]
- Mapping the Edges of Mass Spectral Prediction: Evaluation of Machine Learning EIMS Prediction for Xeno Amino Acids - Astrobiology News - January 15th, 2025 [January 15th, 2025]
- Development of an interpretable machine learning model based on CT radiomics for the prediction of post acute pancreatitis diabetes mellitus -... - January 15th, 2025 [January 15th, 2025]
- Understanding the spread of agriculture in the Western Mediterranean (6th-3rd millennia BC) with Machine Learning tools - Nature.com - January 15th, 2025 [January 15th, 2025]
- "From 'Food Rules' to Food Reality: Machine Learning Unveils the Ultra-Processed Truth in Our Grocery Carts" - American Council on Science... - January 15th, 2025 [January 15th, 2025]
- AI and Machine Learning in Business Market is Predicted to Reach $190.5 Billion at a CAGR of 32% by 2032 - EIN News - January 15th, 2025 [January 15th, 2025]
- QT Imaging Holdings Introduces Machine Learning-Enabled Image Interpolation Algorithm to Substantially Reduce Scan Time - Business Wire - January 15th, 2025 [January 15th, 2025]
- Global Tiny Machine Learning (TinyML) Market to Reach USD 3.4 Billion by 2030 - Key Drivers and Opportunities | Valuates Reports - PR Newswire UK - January 15th, 2025 [January 15th, 2025]
- Machine learning in mental health getting better all the time - Nature.com - January 15th, 2025 [January 15th, 2025]
- Signature-based intrusion detection using machine learning and deep learning approaches empowered with fuzzy clustering - Nature.com - January 15th, 2025 [January 15th, 2025]
- Machine learning and multi-omics in precision medicine for ME/CFS - Journal of Translational Medicine - January 15th, 2025 [January 15th, 2025]
- Exploring the influence of age on the causes of death in advanced nasopharyngeal carcinoma patients undergoing chemoradiotherapy using machine... - January 15th, 2025 [January 15th, 2025]
- 3D Shape Tokenization - Apple Machine Learning Research - January 9th, 2025 [January 9th, 2025]
- Machine Learning Used To Create Scalable Solution for Single-Cell Analysis - Technology Networks - January 9th, 2025 [January 9th, 2025]
- Robotics: machine learning paves the way for intuitive robots - Hello Future - January 9th, 2025 [January 9th, 2025]
- Machine learning-based estimation of crude oil-nitrogen interfacial tension - Nature.com - January 9th, 2025 [January 9th, 2025]
- Machine learning Nomogram for Predicting endometrial lesions after tamoxifen therapy in breast Cancer patients - Nature.com - January 9th, 2025 [January 9th, 2025]
- Staying ahead of the automation, AI and machine learning curve - Creamer Media's Engineering News - January 9th, 2025 [January 9th, 2025]
- Machine Learning and Quantum Computing Predict Which Antibiotic To Prescribe for UTIs - Consult QD - January 9th, 2025 [January 9th, 2025]
- Machine Learning, Innovation, And The Future Of AI: A Conversation With Manoj Bhoyar - International Business Times UK - January 9th, 2025 [January 9th, 2025]
- AMD's FSR 4 will use machine learning but requires an RDNA 4 GPU, promises 'a dramatic improvement in terms of performance and quality' - PC Gamer - January 9th, 2025 [January 9th, 2025]
- Explainable artificial intelligence with UNet based segmentation and Bayesian machine learning for classification of brain tumors using MRI images -... - January 9th, 2025 [January 9th, 2025]
- Understanding the Fundamentals of AI and Machine Learning - Nairobi Wire - January 9th, 2025 [January 9th, 2025]
- Machine learning can help blood tests have a separate normal for each patient - The Hindu - January 1st, 2025 [January 1st, 2025]
- Artificial Intelligence and Machine Learning Programs Introduced this Spring - The Flash Today - January 1st, 2025 [January 1st, 2025]
- Virtual reality-assisted prediction of adult ADHD based on eye tracking, EEG, actigraphy and behavioral indices: a machine learning analysis of... - January 1st, 2025 [January 1st, 2025]
- Open source machine learning systems are highly vulnerable to security threats - TechRadar - December 22nd, 2024 [December 22nd, 2024]
- After the PS5 Pro's less dramatic changes, PlayStation architect Mark Cerny says the next-gen will focus more on CPUs, memory, and machine-learning -... - December 22nd, 2024 [December 22nd, 2024]
- Accelerating LLM Inference on NVIDIA GPUs with ReDrafter - Apple Machine Learning Research - December 22nd, 2024 [December 22nd, 2024]
- Machine learning for the prediction of mortality in patients with sepsis-associated acute kidney injury: a systematic review and meta-analysis - BMC... - December 22nd, 2024 [December 22nd, 2024]
- Machine learning uncovers three osteosarcoma subtypes for targeted treatment - Medical Xpress - December 22nd, 2024 [December 22nd, 2024]
- From Miniatures to Machine Learning: Crafting the VFX of Alien: Romulus - Animation World Network - December 22nd, 2024 [December 22nd, 2024]
- Identification of hub genes, diagnostic model, and immune infiltration in preeclampsia by integrated bioinformatics analysis and machine learning -... - December 22nd, 2024 [December 22nd, 2024]
- This AI Paper from Microsoft and Novartis Introduces Chimera: A Machine Learning Framework for Accurate and Scalable Retrosynthesis Prediction -... - December 18th, 2024 [December 18th, 2024]
- Benefits and Challenges of Integrating AI and Machine Learning into EHR Systems - Healthcare IT Today - December 18th, 2024 [December 18th, 2024]
- The History Of AI: How Machine Learning's Evolution Is Reshaping Everything Around Us - SlashGear - December 18th, 2024 [December 18th, 2024]
- AI and Machine Learning to Enhance Pension Plan Governance and the Investor Experience: New CFA Institute Research - Fintech Finance - December 18th, 2024 [December 18th, 2024]
- Address Common Machine Learning Challenges With Managed MLflow - The New Stack - December 18th, 2024 [December 18th, 2024]
- Machine Learning Used To Classify Fossils Of Extinct Pollen - Offworld Astrobiology Applications? - Astrobiology News - December 18th, 2024 [December 18th, 2024]
- Machine learning model predicts CDK4/6 inhibitor effectiveness in metastatic breast cancer - News-Medical.Net - December 18th, 2024 [December 18th, 2024]
- New Lockheed Martin Subsidiary to Offer Machine Learning Tools to Defense Customers - ExecutiveBiz - December 18th, 2024 [December 18th, 2024]
- How Powerful Will AI and Machine Learning Become? - International Policy Digest - December 18th, 2024 [December 18th, 2024]
- ChatGPT-Assisted Machine Learning for Chronic Disease Classification and Prediction: A Developmental and Validation Study - Cureus - December 18th, 2024 [December 18th, 2024]
- Blood Tests Are Far From Perfect But Machine Learning Could Change That - Inverse - December 18th, 2024 [December 18th, 2024]
- Amazons AGI boss: You dont need a PhD in machine learning to build with AI anymore - Fortune - December 18th, 2024 [December 18th, 2024]
- From Novice to Pro: A Roadmap for Your Machine Learning Career - KDnuggets - December 10th, 2024 [December 10th, 2024]
- Dimension nabs $500M second fund for 'still contrary' intersection of bio and machine learning - Endpoints News - December 10th, 2024 [December 10th, 2024]
- Using Machine Learning to Make A Really Big Detailed Simulation - Astrobites - December 10th, 2024 [December 10th, 2024]
- Driving Business Growth with GreenTomatos Data and Machine Learning Strategy on Generative AI - AWS Blog - December 10th, 2024 [December 10th, 2024]
- Unlocking the power of data analytics and machine learning to drive business performance - WTW - December 10th, 2024 [December 10th, 2024]
- AI and the Ethics of Machine Learning | by Abwahabanjum | Dec, 2024 - Medium - December 10th, 2024 [December 10th, 2024]
- Differentiating Cystic Lesions in the Sellar Region of the Brain Using Artificial Intelligence and Machine Learning for Early Diagnosis: A Prospective... - December 10th, 2024 [December 10th, 2024]
- New Amazon SageMaker AI Innovations Reimagine How Customers Build and Scale Generative AI and Machine Learning Models - Amazon Press Release - December 10th, 2024 [December 10th, 2024]
- What is Machine Learning? 18 Crucial Concepts in AI, ML, and LLMs - Netguru - December 5th, 2024 [December 5th, 2024]
- Machine learning-based prediction of antibiotic resistance in Mycobacterium tuberculosis clinical isolates from Uganda - BMC Infectious Diseases - December 5th, 2024 [December 5th, 2024]
- Interdisciplinary Team Needed to Apply Machine Learning in Epilepsy Surgery: Lara Jehi, MD, MHCDS - Neurology Live - December 5th, 2024 [December 5th, 2024]
- A multimodal machine learning model for the stratification of breast cancer risk - Nature.com - December 5th, 2024 [December 5th, 2024]
- Machine learning based intrusion detection framework for detecting security attacks in internet of things - Nature.com - December 5th, 2024 [December 5th, 2024]
- Machine learning evaluation of a hypertension screening program in a university workforce over five years - Nature.com - December 5th, 2024 [December 5th, 2024]
- Vaultree Introduces VENum Stack: Combining the Power of Machine Learning and Encrypted Data Processing for Secure Innovation - PR Newswire - December 5th, 2024 [December 5th, 2024]
- Direct simulation and machine learning structure identification unravel soft martensitic transformation and twinning dynamics - pnas.org - December 5th, 2024 [December 5th, 2024]
- AI and Machine Learning - Maryland to use AI technology to manage traffic flow - SmartCitiesWorld - December 5th, 2024 [December 5th, 2024]
- Researchers make machine learning breakthrough in lithium-ion tech here's how it could make aging batteries safer - Yahoo! Voices - December 5th, 2024 [December 5th, 2024]
- Integrating IoT and machine learning: Benefits and use cases - TechTarget - December 5th, 2024 [December 5th, 2024]
- Landsat asks industry for artificial intelligence (AI) and machine learning for satellite operations - Military & Aerospace Electronics - December 5th, 2024 [December 5th, 2024]
- Machine learning optimized efficient graphene-based ultra-broadband solar absorber for solar thermal applications - Nature.com - December 5th, 2024 [December 5th, 2024]
- Polymathic AI Releases The Well: 15TB of Machine Learning Datasets Containing Numerical Simulations of a Wide Variety of Spatiotemporal Physical... - December 5th, 2024 [December 5th, 2024]