مشخصات پژوهش

صفحه نخست /Faster Calculations of ...
عنوان Faster Calculations of Optical Trapping Using Neural Networks Trained by T-Matrix Data: An Application to Micro- and Nanoplastics
نوع پژوهش مقاله چاپ‌شده در مجلات علمی
کلیدواژه‌ها optical trapping, T-matrix, machine learning, micro- and nanoplastics;
چکیده We employ neural networks to improve and speed up optical force calculations for dielectric particles. The network is first trained on a limited set of data obtained through accurate light scattering calculations, based on the transition matrix (T-matrix) method, and then is used to explore a wider range of particle dimensions, refractive indices, and excitation wavelengths. This computational approach is very general and flexible. Here, we focus on its application in the context of micro- and nanoplastics, a topic of growing interest in the past decade due to their widespread presence in the environment and potential impact on human health and the ecosystem
پژوهشگران ماریا آنتونیا لاتی (نفر ششم به بعد)، روزابلا سایجا (نفر ششم به بعد)، آنوفیرو ماراگو (نفر ششم به بعد)، پیترو گاسیاردی (نفر پنجم)، فردین خیراندیش (نفر چهارم)، عبدالله حسن زاده (نفر سوم)، دیوید برونته کیریزا (نفر دوم)، شادی رضایی (نفر اول)