This work presents a temperature-sensitive multi-band grating metamaterial absorption device (MAD) composed of gold, Dirac semimetal, and vanadium dioxide. And optimized the parameters using Particle Swarm Optimization (PSO) algorithm. The MAD design is simple, using a grating structure that is easy to process. It utilizes the principle of Fabry–Perot resonance to achieve multi band absorption while considering processability. Due to the introduction of VO2, the MAD has temperature sensing performance and PSO algorithm is introduced for optimization. The MAD achieved six perfect absorption peaks M1−M7. Additionally, the diffraction effect of the grating structure excites a seventh absorption peak. The bands of absorption peaks M1−M6 are 3.854 THz, 6.052 THz, 8.082 THz, 9.874 THz, 10.91 THz, 15.04 THz and 13.25 THz, respectively and the absorption rate are 0.9558, 0.9895, 0.9833, 0.9939, 0.9739, 0.9986, and 0.7906. The highest Q factor in the absorption mode of this MAD reaches 331, and the highest refractive index sensitivity reaches 7640 GHz/RIU. By studying the magnetic field distribution, we have provided an explanation for the physical mechanism of the MAD, and the MAD has demonstrated excellent tunability, thermal sensing performance, and refractive index sensing performance, making it promising for applications in various fields such as biomedical research.
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