针对深度Q网络(DQN)算法因过估计导致收敛稳定性差的问题,在传统时序差分(TD)的基础上提出N阶TD误差的概念,设计基于二阶TD误差的双网络DQN算法。构造基于二阶TD误差的值函数更新公式,同时结合DQN算法建立双网络模型,得到两个同构的值...针对深度Q网络(DQN)算法因过估计导致收敛稳定性差的问题,在传统时序差分(TD)的基础上提出N阶TD误差的概念,设计基于二阶TD误差的双网络DQN算法。构造基于二阶TD误差的值函数更新公式,同时结合DQN算法建立双网络模型,得到两个同构的值函数网络分别用于表示先后两轮的值函数,协同更新网络参数,以提高DQN算法中值函数估计的稳定性。基于Open AI Gym平台的实验结果表明,在解决Mountain Car和Cart Pole问题方面,该算法较经典DQN算法具有更好的收敛稳定性。展开更多
In this paper, the authors get the characterizations of the integral and Car-leson type measure both associated with the invariant gradient for little a-Bloch functions in the unit ball of Cn. As a consequence, some r...In this paper, the authors get the characterizations of the integral and Car-leson type measure both associated with the invariant gradient for little a-Bloch functions in the unit ball of Cn. As a consequence, some results of Ouyang C H, Yang W S and Zhao R H in [4] and a result of Yang W S in [10] are extended.展开更多
A 17-month-old infant with multiple aorto-pulmonary collateral arteries (MAPCAs) and pulmonary hypertension presented for diagnostic catheterization. On the day of the procedure, the infant was asymptomatic with oxyge...A 17-month-old infant with multiple aorto-pulmonary collateral arteries (MAPCAs) and pulmonary hypertension presented for diagnostic catheterization. On the day of the procedure, the infant was asymptomatic with oxygen saturation in the 90’s on 1.0 L/min O2 nasal cannula. His parents denied any recent illness. During the procedure, one coil was inadvertently embolized into the right lung resulting in markedly increased pulmonary artery pressures. The Pa-etCO2 gradient increased to 25 mmHg from a baseline of 2 mmHg. Therapy was initiated to reduce the PaCO2. The patient could not be weaned from mechanical ventilation due to elevated PA pressures.展开更多
文摘针对深度Q网络(DQN)算法因过估计导致收敛稳定性差的问题,在传统时序差分(TD)的基础上提出N阶TD误差的概念,设计基于二阶TD误差的双网络DQN算法。构造基于二阶TD误差的值函数更新公式,同时结合DQN算法建立双网络模型,得到两个同构的值函数网络分别用于表示先后两轮的值函数,协同更新网络参数,以提高DQN算法中值函数估计的稳定性。基于Open AI Gym平台的实验结果表明,在解决Mountain Car和Cart Pole问题方面,该算法较经典DQN算法具有更好的收敛稳定性。
文摘In this paper, the authors get the characterizations of the integral and Car-leson type measure both associated with the invariant gradient for little a-Bloch functions in the unit ball of Cn. As a consequence, some results of Ouyang C H, Yang W S and Zhao R H in [4] and a result of Yang W S in [10] are extended.
文摘A 17-month-old infant with multiple aorto-pulmonary collateral arteries (MAPCAs) and pulmonary hypertension presented for diagnostic catheterization. On the day of the procedure, the infant was asymptomatic with oxygen saturation in the 90’s on 1.0 L/min O2 nasal cannula. His parents denied any recent illness. During the procedure, one coil was inadvertently embolized into the right lung resulting in markedly increased pulmonary artery pressures. The Pa-etCO2 gradient increased to 25 mmHg from a baseline of 2 mmHg. Therapy was initiated to reduce the PaCO2. The patient could not be weaned from mechanical ventilation due to elevated PA pressures.
