Dielectric phantoms are essential for testing and validating medical imaging techniques and various treatments because they can mimic and validate the electromagnetic characteristics of biological tissue. With an established dielectric phantom recipe, phantoms with desired dielectric properties can be fabricated. However, these recipes are typically designed for specific frequencies, such as 128MHz, which poses a challenge for obtaining phantoms for other frequencies. In this study, a total of 184 dielectric phantoms were fabricated to explore the relationship among dielectric properties, composition, and frequency across a range from 16MHz to 3GHz. Based on artificial neural networks, dielectric phantom recipes were derived across a broad frequency range. To ensure the accuracy of the dielectric recipe, we fabricated 16 phantoms containing blood, muscle, skin, and lung tissues at 128MHz, 298MHz, 915MHz, and 2.45GHz, and then measured their properties. The relative errors compared to the literature values were within 15%. These dielectric recipes can be utilized to fabricate phantoms with dielectric properties equivalent to biological tissues for testing and validating applications in medical imaging and various treatments.
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