基于遗传神经网络算法后勤指挥决策能力预测

分析了后勤指挥的主要影响因素,运用信息论中的信息压缩原理,建立和优化了后勤机关指挥决策能力预测指标体系。建立了遗传算法优化的BP神经网络后勤机关指挥能力预测模型,消除了BP神经网络存在的初始权值和阈值难以确定的局限性。给出了预测实例,证明了该算法的合理性和有效性。     

Model parameter estimation and residual life prediction for a partially observable failing system

We consider a partially observable degrading system subject to condition monitoring and random failure. The system's condition is categorized into one of three states: a healthy state, a warning state, and a failure state. Only the failure state is observable. While the system is operational, vector data that is stochastically related to the system state is obtained through condition monitoring at regular sampling epochs. The state process evolution follows a hidden semi‐Markov model (HSMM) and Erlang distribution is used for modeling the system's sojourn time in each of its operational states. The Expectation‐maximization (EM) algorithm is applied to estimate the state and observation parameters of the HSMM. Explicit formulas for several important quantities for the system residual life estimation such as the conditional reliability function and the mean residual life are derived in terms of the posterior probability that the system is in the warning state. Numerical examples are presented to demonstrate the applicability of the estimation procedure and failure prediction method. A comparison results with hidden Markov modeling are provided to illustrate the effectiveness of the proposed model. © 2015 Wiley Periodicals, Inc. Naval Research Logistics 62: 190–205, 2015     

序降应力加速寿命试验(上)——试验分析篇

加速寿命试验是高可靠长寿命型产品的量化评估的重要途径,广泛应用于武器装备的定寿延寿课题中。为了进一步提高加速寿命试验的效率,提出一种新的试验方法——序降应力加速寿命试验。通过理论模型建立、试验数据分析和蒙特卡罗仿真对该方法的有效性进行分析。研究结果表明,在相同的试验环境下序降应力加速寿命试验方法不但能大幅度提高试验效率,同时还能提高试验分析精度。因此,在武器装备的定寿延寿课题中,序降应力加速寿命试验值得推广。     

长短周期记忆网络微调的氧气浓缩器寿命预测模型迁移

针对寿命预测模型迁移问题,提出了一种长短周期记忆网络微调(long short-term memory fine tune, LSTM-fine-tune)的迁移模型,利用理想条件下的试验数据对模型进行训练。在迁移过程中,对部分LSTM网络层进行冻结,利用实际服役环境下的数据对网络其他部分进行修正。为验证模型的泛化能力,采用不同相位与幅值的正弦函数生成数据,通过学习数据获取正弦函数的经验知识,并应用至其他正弦函数的回归,结果表明LSTM-fine-tune模型能够快速拟合,平均均方误差仅为1.033 5,明显低于直接预测误差1.536 8。为通过实际监测数据检验本方法泛化能力,分别获取了试验条件下与实际服役环境下氧气浓缩器的数据,对模型的泛化能力进行验证。结果表明,迁移后训练集预测精度提高了43.0%,测试集预测精度提高了20.2%。     

Optimal pricing for a short life‐cycle product when customer price‐sensitivity varies over time

Technology products often experience a life‐cycle demand pattern that resembles a diffusion process, with weak demand in the beginning and the end of the life cycle and high demand intensity in between. The customer price‐sensitivity also changes over the life cycle of the product. We study the prespecified pricing decision for a product that exhibits such demand characteristics. In particular, we determine the optimal set of discrete prices and the times to switch from one price to another, when a limited number of price changes are allowed. Our study shows that the optimal prices and switching times show interesting patterns that depend on the product's demand pattern and the change in the customers' price sensitivity over the life cycle of the product. © 2012 Wiley Periodicals, Inc. Naval Research Logistics, 2012     

IMM-EKF的弹道导弹轨道实时动态预测

快速准确的导弹轨道预测是有效进行导弹防御的前提。提出一种基于IMM-EKF的弹道导弹轨道实时动态预测方法,对导弹发射点和落点分别进行动态预测研究。首先,构建不包含导弹先验信息的IMM-EKF弹道估计器;其次,定义一种模型概率累积因子,用于估计导弹的关机时刻及相应的运动状态;最后,基于导弹运动状态的实时估计,动态预测落点和发射点。仿真实验结果表明:该方法能实时动态预测导弹发射点和落点;发射点预测应利用主动段状态估计,而落点预测则在导弹自由段早期进行为宜。     

中程空空导弹可攻击区解算的新方法

建立空空导弹初始发射距离三维预估模型,提出一种空空导弹可攻击区解算的新算法。该算法将空空导弹初始发射距离预估模型与黄金分割法相结合,用导弹初始发射距离预估值构成黄金分割法的初始搜索区间,进行攻击区边界搜索。仿真结果表明,该算法提高了空空导弹可攻击区的精度,降低了边界搜索循环次数,具有有效性。     

考虑腐蚀因素的船体结构寿命预测方法

为建立考虑腐蚀因素的船体结构寿命预测方法,在分析现有常用的船体结构腐蚀损伤时变模型的基础上,根据舰船维修保障实际情况建立了考虑腐蚀防护系统作用时间和维修时间等因素的腐蚀时变模型。根据相关规范选择了船体结构腐蚀寿命标准,并建立了一种计算船体结构腐蚀寿命的方法。该方法建立了船体结构腐蚀寿命与腐蚀防护系统作用时间和修理时间等因素之间的量化关系,可以用于预测均匀腐蚀条件下船体结构寿命,也可以反过来指导腐蚀防护系统设计指标的选择和船体结构维修策略的确定。     

Storage life prediction under pre-strained thermally-accelerated aging of HTPB coating using the change of crosslinking density

In order to predict the storage life of a certain type of HTPB (hydroyl-terminated polybutadiene) coating at 25 C and analyze the influence of pre-strain on the storage life, the accelerated aging tests of HTPB coating at 40 C, 50 C, 60 C, 70 C with the pre-strain of 0%, 3%, 6%, 9%, respectively were carried out. The variation regularity of the change of crosslinking density was analyzed and the aging model of HTPB coating under pre-strained thermally-accelerated aging was proposed. The storage life of HTPB coating at 25 C was estimated by using the Berthelot equation as the end point of the aging life with a 30% decrease in maximum elongation. The results showed that the change of crosslinking density of HTPB coating increased with the increase of aging temperature and aging time, and decreased with the in-crease of pre-strain. Under 0% pre-strain, the relationship between the change of crosslinking density of HTPB coating and the aging time can be described by the logarithmic model with the confidence probability greater than 99%.The stress relaxation phenomenon existed under 3%, 6% and 9% pre-strained aging. The aging model considering chemical aging and pre-strain was established with the confidence probability greater than 90%. The storage life of HTPB coating was 15.2935 years at 25 C under 0% pre-strain, which was reduced by 13.9007%, 75.6949% and 89.7859% under 3%, 6% and 9% pre-strain, respectively. The existence of pre-strain has a serious impact on the storage life of HTPB coating, therefore, the pre-strain should be avoided as much as possible during the actual storage.     

舰艇作战系统电磁兼容的综合预测

分析了针对舰艇作战系统中电子系统的电磁兼容性的预测方法。针对舰载电子设备的电磁兼容问题,采用了一种综合分析的方法,通过综合考虑发射接收对之间的响应,利用发射机、接收机的辐射响应特性以及信道条件的数学模型,分析电子设备之间的电磁兼容性,对分析预测电子设备间的电磁兼容性具有一定的意义。