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Updated: Sep 14, 2025

VisioTracker, an Innovative Automated Approach to Oculomotor Analysis
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VisioTracker, an Innovative Automated Approach to Oculomotor Analysis

Published on: October 12, 2011

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实现自适应和可解释的过程监控:增量变量图注意力自编码器与概率推理

Mingjie Lv, Yonggang Li, Huanzhi Gao

    IEEE transactions on cybernetics
    |July 23, 2025
    PubMed
    概括

    本研究介绍了复杂工业系统的适应性和可解释性过程监测方法. 新的框架有效地处理非静止性,减少错误报警,提高监控可信度.

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    The thermodynamic processes can be classified into reversible and irreversible processes. The processes that can be restored to their initial state are called reversible processes. It is only possible if the process is in quasi-static equilibrium, i.e., it takes place in infinitesimally small steps, and the system remains at equilibrium However, these are ideal processes and do not occur naturally. An ideal system undergoing a reversible process is always in thermodynamic equilibrium within...
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    Measures of variability are statistical metrics that reveal the dispersion pattern within a dataset. They are pivotal in biostatistics, providing insights into the heterogeneity within health and biological data. Variability signifies the degree to which data points diverge from one another, helping researchers understand the potential range of values and associated uncertainty within the data.
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    Albert Bandura's observational learning, also known as imitation or modeling, occurs when a person observes and imitates another's behavior. It is a quicker process than operant conditioning. A well-known example is the Bobo doll study, where children who saw an adult acting aggressively towards the doll were more likely to act aggressively when left alone, compared to those who observed a nonaggressive adult. Many psychologists view observational learning as a form of latent learning...
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    In the Carnot engine, which achieves the maximum efficiency between two reservoirs of fixed temperatures, the total change in entropy is zero. The observation can be generalized by considering any reversible cyclic process consisting of many Carnot cycles. Thus, it can be stated that the total entropy change of any ideal reversible cycle is zero.
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