A Comprehensive Comparative Study of Active Learning Schemes for Nanophotonics Design
Active learning (AL) strategies are benchmarked for the binary design of planar multilayer nanophotonic structures. Factorization machines combined with quantum annealing (QA) become effective as dimensionality increases. Hybrid QA provides the strongest results for 100‐layer problems, highlighting the importance of optimization method selection in ...
Serang Jung +10 more
wiley +1 more source
Optimizing PV/T collector performance using coupled solid and porous layer configurations. [PDF]
Boulhidja S +4 more
europepmc +1 more source
How can additive manufacturing enable components that sense, adapt, heal, and power themselves? This review synthesizes recent advances in smart functionalities, manufacturing technologies, and intelligent design strategies, revealing a pathway toward fully integrated, autonomous, and multifunctional systems across diverse engineering sectors. Additive
Aiswarya Rony +3 more
wiley +1 more source
Finite-stage nonreciprocal thermal circulators for radiative energy harvesting: Benchmarks for isolation, termination, and etendue. [PDF]
Lee S.
europepmc +1 more source
Demand for cooling water reshapes global water-sustainable hydrogen production. [PDF]
Wortmann B +5 more
europepmc +1 more source
Direct air capture enables sustainable methanol production in water-scarce regions. [PDF]
Wenzel H +5 more
europepmc +1 more source
Solar PVT-assisted high-temperature CO2 heat pump with thermal storage: Design for net-zero electricity operation and ethical sustainability. [PDF]
Ma Y, Wang Y, Ma Y, Cheng Z, Zhong D.
europepmc +1 more source
Energy performance optimization of BIPV windows in dust-prone semi-arid climates. [PDF]
Muhammed IS, Baper SY.
europepmc +1 more source
Development of an off-grid solar photovoltaic thermoelectric cooling system for sustainable fish preservation. [PDF]
El-Sebaee I +3 more
europepmc +1 more source
Machine learning-based long-term degradation and LCOE Analysis of floating PV with custom pontoon design. [PDF]
Mohajon R +7 more
europepmc +1 more source

