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
- A machine learning engineer shares the rsums that landed her jobs at Meta and X and what she'd change if she applied again - Business Insider Africa - May 5th, 2025 [May 5th, 2025]
- Recentive Analytics v. Fox: The Federal Circuit Provides Analysis on the Patent Eligibility of Machine Learning Claims - Mintz - May 5th, 2025 [May 5th, 2025]
- A machine learning engineer shares the rsums that landed her jobs at Meta and X and what she'd change if she applied again - Business Insider - May 5th, 2025 [May 5th, 2025]
- Enhancing urban resilience through machine learning-supported flood risk assessment: integrating flood susceptibility with building function... - May 5th, 2025 [May 5th, 2025]
- MicroAlgo Inc. Develops Classifier Auto-Optimization Technology Based on Variational Quantum Algorithms, Accelerating the Advancement of Quantum... - May 5th, 2025 [May 5th, 2025]
- Enhanced metal ion adsorption using ZnO-MXene nanocomposites with machine learning-based performance prediction - Nature - May 5th, 2025 [May 5th, 2025]
- Integrating SHAP analysis with machine learning to predict postpartum hemorrhage in vaginal births - BMC Pregnancy and Childbirth - May 5th, 2025 [May 5th, 2025]
- Machine learning provide new insights into how the brain responds to heroin use - News-Medical - May 2nd, 2025 [May 2nd, 2025]
- Machine Learning and AI in Basic HIV Research: From Big Data Analysis to Large Language Models - UNC Gillings School of Global Public Health - May 2nd, 2025 [May 2nd, 2025]
- Machine learning brings new insights to cells role in addiction, relapse - University of Cincinnati - May 2nd, 2025 [May 2nd, 2025]
- UH/UC Researchers Use Machine Learning to Map Brain Changes from Heroin Addiction - University of Houston - May 2nd, 2025 [May 2nd, 2025]
- Machine Learning Algorithm Predicts Shiba Inu Price In May You Should See This - The Crypto Update - May 2nd, 2025 [May 2nd, 2025]
- Seerist partners with SOCOM to enhance AI and machine learning for special operations - Defence Industry Europe - May 2nd, 2025 [May 2nd, 2025]
- How machine learning can spark many discoveries in science and medicine - The Indian Express - April 30th, 2025 [April 30th, 2025]
- Machine learning frameworks to accurately estimate the adsorption of organic materials onto resin and biochar - Nature - April 30th, 2025 [April 30th, 2025]
- Gene Therapy Research Roundup: Gene Circuits and Controlling Capsids With Machine Learning - themedicinemaker.com - April 30th, 2025 [April 30th, 2025]
- Seerist and SOCOM Enter Five-Year CRADA to Advance AI and Machine Learning for Operations - PRWeb - April 30th, 2025 [April 30th, 2025]
- Machine learning models for estimating the overall oil recovery of waterflooding operations in heterogenous reservoirs - Nature - April 30th, 2025 [April 30th, 2025]
- Machine learning-based quantification and separation of emissions and meteorological effects on PM - Nature - April 30th, 2025 [April 30th, 2025]
- Protein interactions, network pharmacology, and machine learning work together to predict genes linked to mitochondrial dysfunction in hypertrophic... - April 30th, 2025 [April 30th, 2025]
- AQR Bets on Machine Learning as Asness Becomes AI Believer - Bloomberg.com - April 30th, 2025 [April 30th, 2025]
- Darktrace enhances Cyber AI Analyst with advanced machine learning for improved threat investigations - Industrial Cyber - April 21st, 2025 [April 21st, 2025]
- Infrared spectroscopy with machine learning detects early wood coating deterioration - Phys.org - April 21st, 2025 [April 21st, 2025]
- A simulation-driven computational framework for adaptive energy-efficient optimization in machine learning-based intrusion detection systems - Nature - April 21st, 2025 [April 21st, 2025]
- Machine learning model to predict the fitness of AAV capsids for gene therapy - EurekAlert! - April 21st, 2025 [April 21st, 2025]
- An integrated approach of feature selection and machine learning for early detection of breast cancer - Nature - April 21st, 2025 [April 21st, 2025]
- Predicting cerebral infarction and transient ischemic attack in healthy individuals and those with dysmetabolism: a machine learning approach combined... - April 21st, 2025 [April 21st, 2025]
- Autolomous CEO Discusses AI and Machine Learning Applications in Pharmaceutical Development and Manufacturing with Pharmaceutical Technology -... - April 21st, 2025 [April 21st, 2025]
- Machine Learning Interpretation of Optical Spectroscopy Using Peak-Sensitive Logistic Regression - ACS Publications - April 21st, 2025 [April 21st, 2025]
- Estimated glucose disposal rate outperforms other insulin resistance surrogates in predicting incident cardiovascular diseases in... - April 21st, 2025 [April 21st, 2025]
- Machine learning-based differentiation of schizophrenia and bipolar disorder using multiscale fuzzy entropy and relative power from resting-state EEG... - April 12th, 2025 [April 12th, 2025]
- Increasing load factor in logistics and evaluating shipment performance with machine learning methods: A case from the automotive industry - Nature - April 12th, 2025 [April 12th, 2025]
- Machine learning-based prediction of the thermal conductivity of filling material incorporating steelmaking slag in a ground heat exchanger system -... - April 12th, 2025 [April 12th, 2025]
- Do LLMs Know Internally When They Follow Instructions? - Apple Machine Learning Research - April 12th, 2025 [April 12th, 2025]
- Leveraging machine learning in precision medicine to unveil organochlorine pesticides as predictive biomarkers for thyroid dysfunction - Nature - April 12th, 2025 [April 12th, 2025]
- Analysis and validation of hub genes for atherosclerosis and AIDS and immune infiltration characteristics based on bioinformatics and machine learning... - April 12th, 2025 [April 12th, 2025]
- AI and Machine Learning - Bentley and Google partner to improve asset analytics - Smart Cities World - April 12th, 2025 [April 12th, 2025]
- Where to find the next Earth: Machine learning accelerates the search for habitable planets - Phys.org - April 10th, 2025 [April 10th, 2025]
- Concurrent spin squeezing and field tracking with machine learning - Nature - April 10th, 2025 [April 10th, 2025]
- This AI Paper Introduces a Machine Learning Framework to Estimate the Inference Budget for Self-Consistency and GenRMs (Generative Reward Models) -... - April 10th, 2025 [April 10th, 2025]
- UCI researchers study use of machine learning to improve stroke diagnosis, access to timely treatment - UCI Health - April 10th, 2025 [April 10th, 2025]
- Assessing dengue forecasting methods: a comparative study of statistical models and machine learning techniques in Rio de Janeiro, Brazil - Tropical... - April 10th, 2025 [April 10th, 2025]
- Machine learning integration of multimodal data identifies key features of circulating NT-proBNP in people without cardiovascular diseases - Nature - April 10th, 2025 [April 10th, 2025]
- How AI, Data Science, And Machine Learning Are Shaping The Future - Forbes - April 10th, 2025 [April 10th, 2025]
- Development and validation of interpretable machine learning models to predict distant metastasis and prognosis of muscle-invasive bladder cancer... - April 10th, 2025 [April 10th, 2025]
- From fax machines to machine learning: The fight for efficiency - HME News - April 10th, 2025 [April 10th, 2025]
- Carbon market and emission reduction: evidence from evolutionary game and machine learning - Nature - April 10th, 2025 [April 10th, 2025]
- Infleqtion Unveils Contextual Machine Learning (CML) at GTC 2025, Powering AI Breakthroughs with NVIDIA CUDA-Q and Quantum-Inspired Algorithms - Yahoo... - March 22nd, 2025 [March 22nd, 2025]
- Karlie Kloss' coding nonprofit offering free AI and machine learning workshop this weekend - KSDK.com - March 22nd, 2025 [March 22nd, 2025]
- Machine learning reveals distinct neuroanatomical signatures of cardiovascular and metabolic diseases in cognitively unimpaired individuals -... - March 22nd, 2025 [March 22nd, 2025]
- Machine learning analysis of cardiovascular risk factors and their associations with hearing loss - Nature.com - March 22nd, 2025 [March 22nd, 2025]
- Weekly Recap: Dual-Cure Inks, AI And Machine Learning Top This Weeks Stories - Ink World Magazine - March 22nd, 2025 [March 22nd, 2025]
- Network-based predictive models for artificial intelligence: an interpretable application of machine learning techniques in the assessment of... - March 22nd, 2025 [March 22nd, 2025]
- Machine learning aids in detection of 'brain tsunamis' - University of Cincinnati - March 22nd, 2025 [March 22nd, 2025]
- AI & Machine Learning in Database Management: Studying Trends and Applications with Nithin Gadicharla - Tech Times - March 22nd, 2025 [March 22nd, 2025]
- MicroRNA Biomarkers and Machine Learning for Hypertension Subtyping - Physician's Weekly - March 22nd, 2025 [March 22nd, 2025]
- Machine Learning Pioneer Ramin Hasani Joins Info-Tech's "Digital Disruption" Podcast to Explore the Future of AI and Liquid Neural Networks... - March 22nd, 2025 [March 22nd, 2025]
- Predicting HIV treatment nonadherence in adolescents with machine learning - News-Medical.Net - March 22nd, 2025 [March 22nd, 2025]
- AI And Machine Learning In Ink And Coatings Formulation - Ink World Magazine - March 22nd, 2025 [March 22nd, 2025]
- Counting whales by eavesdropping on their chatter, with help from machine learning - Mongabay.com - March 22nd, 2025 [March 22nd, 2025]
- Associate Professor - Artificial Intelligence and Machine Learning job with GALGOTIAS UNIVERSITY | 390348 - Times Higher Education - March 22nd, 2025 [March 22nd, 2025]
- Innovative Machine Learning Tool Reveals Secrets Of Marine Microbial Proteins - Evrim Aac - March 22nd, 2025 [March 22nd, 2025]
- Exploring the role of breastfeeding, antibiotics, and indoor environments in preschool children atopic dermatitis through machine learning and hygiene... - March 22nd, 2025 [March 22nd, 2025]
- Applying machine learning algorithms to explore the impact of combined noise and dust on hearing loss in occupationally exposed populations -... - March 22nd, 2025 [March 22nd, 2025]
- 'We want them to be the creators': Karlie Kloss' coding nonprofit offering free AI and machine learning workshop this weekend - KSDK.com - March 22nd, 2025 [March 22nd, 2025]
- New headset reads minds and uses AR, AI and machine learning to help people with locked-in-syndrome communicate with loved ones again - PC Gamer - March 22nd, 2025 [March 22nd, 2025]
- Enhancing cybersecurity through script development using machine and deep learning for advanced threat mitigation - Nature.com - March 11th, 2025 [March 11th, 2025]
- Machine learning-assisted wearable sensing systems for speech recognition and interaction - Nature.com - March 11th, 2025 [March 11th, 2025]
- Machine learning uncovers complexity of immunotherapy variables in bladder cancer - Hospital Healthcare - March 11th, 2025 [March 11th, 2025]
- Machine-learning algorithm analyzes gravitational waves from merging neutron stars in the blink of an eye - The University of Rhode Island - March 11th, 2025 [March 11th, 2025]
- Precision soil sampling strategy for the delineation of management zones in olive cultivation using unsupervised machine learning methods - Nature.com - March 11th, 2025 [March 11th, 2025]
- AI in Esports: How Machine Learning is Transforming Anti-Cheat Systems in Esports - Jumpstart Media - March 11th, 2025 [March 11th, 2025]
- Whats that microplastic? Advances in machine learning are making identifying plastics in the environment more reliable - The Conversation Indonesia - March 11th, 2025 [March 11th, 2025]
- Application of machine learning techniques in GlaucomAI system for glaucoma diagnosis and collaborative research support - Nature.com - March 11th, 2025 [March 11th, 2025]
- Elucidating the role of KCTD10 in coronary atherosclerosis: Harnessing bioinformatics and machine learning to advance understanding - Nature.com - March 11th, 2025 [March 11th, 2025]
- Hugging Face Tutorial: Unleashing the Power of AI and Machine Learning - - March 11th, 2025 [March 11th, 2025]
- Utilizing Machine Learning to Predict Host Stars and the Key Elemental Abundances of Small Planets - Astrobiology News - March 11th, 2025 [March 11th, 2025]
- AI to the rescue: Study shows machine learning predicts long term recovery for anxiety with 72% accuracy - Hindustan Times - March 11th, 2025 [March 11th, 2025]
- New in 2025.3: Reducing false positives with Machine Learning - Emsisoft - March 5th, 2025 [March 5th, 2025]
- Abnormal FX Returns And Liquidity-Based Machine Learning Approaches - Seeking Alpha - March 5th, 2025 [March 5th, 2025]