Synergistic integration of deep learning and genetic algorithms for autonomous metasurface design

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16. Graphene-based H-shaped biosensor with high sensitivity and optimization using ML-based algorithm10.1016/j.aej.2023.01.002 ↗

17. Normalizing flows for efficient inverse design of thermophotovoltaic emitters

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22. Genetic algorithms to automate the design of metasurfaces for absorption bandwidth broadening10.1021/acsami.0c21984 ↗

23. Achieving functional meta-devices by generalized meta-atom model for metasurfaces and genetic algorithm

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28. Tunable high-sensitivity mid-infrared perfect absorber with five resonance peaks based on nested circular and elliptical ring graphene surface plasmons10.1016/j.physb.2026.418929 ↗

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30. Enhanced oxidation resistance of graphene through strain-electric coupling10.1016/j.commatsci.2025.114406 ↗

31. Graphene-based terahertz perfect absorber with broadband, wide-angle, and dynamically tunable performance10.1002/pssr.70163 ↗

32. Terahertz multi-band tunable refractive index sensing graphene absorber based on surface plasmon resonance10.1016/j.physb.2026.418608 ↗

33. Three band THz perfect absorption device based on graphene metasurface structure10.1016/j.physe.2026.116542 ↗

34. Broadband tunable metasurface absorbing device in the terahertz band based on single-layer graphene10.1142/S021798492650017X ↗

35. AntiConcealer: reliable detection of adversary concealed behaviors in EdgeAI-assisted IoT10.1109/JIOT.2021.3103138 ↗

36. Multifunctional terahertz device optimized based on particle swarm optimization algorithm10.1016/j.cap.2025.08.005 ↗

37. Solving Emden–Fowler equations using improved extreme learning machine algorithm based on block Legendre basis neural network10.1007/s11063-023-11254-9 ↗

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40. Reconfigurable intelligent surface aided power control for physical-layer broadcasting10.1109/TCOMM.2021.3104871 ↗

41. Adaptive genetic algorithm enabled tailoring of piezoelectric metamaterials for optimal vibration attenuation10.1088/1361-665X/ac775d ↗

42. Tunable broadband terahertz metamaterial absorber based on graphene10.1002/pssb.202500573 ↗

43. Drug evaluation platform based on non-destructive and real-time in situ organoid fate state monitoring by graphene field-effect transistor10.1016/j.cej.2024.155355 ↗

44. Terahertz absorber with high sensitivity in triple bands based on AlCuFe10.1016/j.photonics.2026.101566 ↗

45. Deep learning: a rapid and efficient route to automatic metasurface design10.1002/advs.201900128 ↗

46. Ultrahigh-Q resonance in bound states in the continuum–enabled plasmonic terahertz metasurface10.1002/adpr.202300121 ↗

47. Optimization configuration of selective solar absorber using multi-island genetic algorithm10.1016/j.solener.2021.06.059 ↗

48. 25 years of particle swarm optimization: flourishing voyage of two decades10.1007/s11831-022-09849-x ↗

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50. TiN-Ti ultra-broadband solar absorber: efficient heat absorption and high thermal stability10.1016/j.physleta.2025.130827 ↗

51. Ultrabroadband absorber based on titanium nitride concentric dual-ring array for high-efficiency solar energy harvesting10.1016/j.physb.2026.418581 ↗

52. TiN/SiO2 multilayer ultra-broadband solar absorber with high-temperature stability and multi-resonance synergy10.1016/j.physleta.2026.131859 ↗

53. Using a crumpled graphene field-effect transistor for ultrasensitive SARS-CoV-2 detection via its papain-like protease10.1016/j.cej.2025.159386 ↗

54. Transient simulation and optimization of planar heat source system based on finite element method10.1142/S0217984926500818 ↗

55. Numerical simulation of thermal stress and potential damage mechanisms of fused silica under multi-pulse laser irradiation10.1142/S0217984926501253 ↗

56. Performance optimization of Cs2AgInBr6-based inorganic perovskite solar cells via hole transport layer engineering: a SCAPS-1D simulation study10.1142/S0217984926501228 ↗

57. Dual built-in electric fields in NiCo-LDH/Co9S8/Ag hollow nanocages synergistically boost solar-driven CO2 photoreduction10.1016/j.seppur.2025.134913 ↗

58. Tunable ultra-sensitive four-band terahertz sensors based on Dirac semimetals10.1016/j.photonics.2024.101347 ↗

59. Robust emission in near-infrared II of lanthanide nanoprobes conjugated with Au (LNPs-Au) for temperature sensing and controlled photothermal therapy10.1016/j.cej.2022.139504 ↗

60. Design of wide-angle broadband titanium-nitride solar absorber based on column-cavity structure10.1016/j.physleta.2025.130832 ↗

61. Ultra-broadband solar absorber based on a Ti-SiO2-Ti multilayer structure with high efficiency and angular insensitivity10.1016/j.optcom.2026.133369 ↗

62. Two novel mechanisms for suppressing higher-order radial modes in dual-ring core hollow-core fibers for OAM transmission10.1109/JLT.2025.3597082 ↗

63. Geometric phase wavefront manipulation for arbitrary polarization states based on metasurfaces10.1360/SSPMA-2026-0088 ↗

64. Efficient broadband solar absorber and thermal emitter based on Ti and InAs with pyramid-like structure10.1016/j.physe.2025.116377 ↗

65. 2-bit encoding, sensing and slow light based on triple plasmonic induced transparency effect10.1360/SSPMA-2025-0276 ↗

66. NaBH4 induces strong ferromagnetism of Bi2Fe4O9 at room temperature10.1088/1674-1056/ade855 ↗

67. 3D hybrid arrayed Ag/MOF multi-plasmon resonant cavity system for high-performance SPR sensing10.1016/j.optlastec.2023.109825 ↗

68. Ultra-broadband mid-infrared metamaterial absorber based on cross-ring coupled cavities10.1002/pssb.70267 ↗

69. Design and optimization of high-efficiency double-layer CuO perovskite solar cells10.1002/pssr.202500324 ↗

70. Constructing S-scheme heterojunctions between ReS2 and Cu-doped NiCo-LDH: a synergistic strategy for boosted photocatalytic hydrogen production

71. An optimized encoding algorithm for systematic polar codes10.1186/s13638-019-1491-4 ↗

72. Metamaterial perfect absorber with morphology-engineered meta-atoms using deep learning10.1364/OE.427593 ↗

73. On-demand design of spectrally sensitive multiband absorbers using an artificial neural network10.1364/PRJ.415789 ↗

74. Broadband solar metamaterial absorbers empowered by transformer-based deep learning

75. A deep learning-surrogate optimization strategy for the design of two-dimensional terahertz metamaterial absorbers10.1016/j.infrared.2025.106350 ↗

76. Deep-learning-based multilayer nano-film structure reverse design for efficient passive radiative cooling10.3788/COL202624.042201 ↗

77. Inverse design of plasmon-induced transparency in stripe-circular aggregate stacking arrays via deep learning with fewer feature points10.1016/j.physe.2025.116334 ↗