However, existing multi-teacher distillation methods usually use a single aggregation strategy, ignoring the disparities among different types of knowledge. In addition, they usually set the temperature to a fixed value, ignoring the effect of temperature on multi-teacher knowledge distillation. To ...
软标签是指经过温度缩放(temperature scaling)后的概率分布, 是温度参数,通常大于1,用来使概率分布更加平滑,鼓励学生模型学习更多的关于类间关系的信息。 和 \tau^2 作为系数调节这项损失的贡献。 上述是传统知识蒸馏,如果要考虑对抗鲁棒性的话,要求学生模型不仅要继承干净自然样本的准确率,而且还要继承教室模型对对抗...
The temperature T is chosen to reach a balance of the number of re-sampled pixels of classes with small and medium fc by maximizing the num- ber of re-sampled pixels of the class with the least. Thing-Class ImageNet Feature Distance (FD...
7.A control system of adaptive optimizing method for fuzzy control rules;一种可自适应优化模糊控制规则的控制系统 8.Application of Rules Self-Optimizing Fuzzy Controller to Rolling Temperature Control规则自寻优模糊控制在轧钢温度控制中的应用 9.Rules Self-Organizing Fuzzy Control Method of Time Delay Ther...
In this paper we describe the application of an adaptive network based fuzzy inference system (ANFIS) predictor to the estimation of the product compositions in a binary methanol-water continuous distillation column from available on-line temperature measurements. This soft sensor is then applied to ...
adaptive control systems in three different challenging-to-control industrial processes: · waste-water treatment; · sulfur recovery; and · temperature control of superheated steam in coal-fired power generation...
In this paper we describe the application of an adaptive network based fuzzy inference system (ANFIS) predictor to the estimation of the product compositions in a binary methanol-water continuous distillation column from available on-line temperature measurements. This soft sensor is then applied to ...
where 𝑘k represents the category and 𝑇T represents the distillation temperature for controlling the effect of positive and negative category knowledge. 𝒟𝐾𝐿DKL is the Kullback–Leibler (KL) Divergence, which is used to measure the similarity of the distributions between the global model ...
The metric scalar 𝛾γ (or temperature parameter 𝜏τ) in the cosine similarity is set to 20 (or 0.05) in all equations. 5.2.3. Evaluation Protocol For the BSCD-FSL benchmark, we evaluate 5-way few-shot performance varying the shot in {5, 20, 50} over the 600 tasks following ...
Fractional-order fuzzy control approach for photovoltaic/battery systems under unknown dynamics, variable irradiation and temperature. Electronics 2020, 9, 1455. [Google Scholar] [CrossRef] Vafaie, R.H.; Mohammadzadeh, A.; Piran, M. A new type-3 fuzzy predictive controller for MEMS gyroscopes....