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首页> 外文期刊>International journal of simulation: systems, science and technology >Intelligent Controllers for Integrated Lighting Schemes: Model Based Approach Combining Simulator and Learning
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Intelligent Controllers for Integrated Lighting Schemes: Model Based Approach Combining Simulator and Learning

机译:集成照明方案的智能控制器:将模拟与学习相结合的基于模型的方法

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To realise the dual objective of low-energy and high-comfort in building interiors, sophisticated controllers are seen as viable solutions. Such controller design and optimisation is a complex one but the availability of abundant computing power and application of intelligent techniques have made the realisation of such a system possible. This work proposes a methodology for the design of intelligent controllers that can be used in daylight-artificial light integrated lighting schemes. The model based controller approach and the relevance to the same in the present day building scenarios is highlighted. The advantages of combining simulator and learning are accentuated in this paper. This specific model-based approach is promising because of its capacity to do away with the sensor dependency and the resulting model is more compact (due to smaller number of rules), smooth (due to the inference mechanism's ability to interpolate among the rules) and adaptive (due to back propagation).
机译:为了实现建筑物内部低能耗和高舒适度的双重目标,复杂的控制器被视为可行的解决方案。这种控制器的设计和优化是一个复杂的过程,但是丰富的计算能力和智能技术的应用使这种系统的实现成为可能。这项工作提出了一种用于日光-人造光集成照明方案的智能控制器设计方法。重点介绍了基于模型的控制器方法及其在当前构建场景中的相关性。本文强调了将模拟器与学习相结合的优势。这种基于模型的特定方法很有希望,因为它具有消除传感器依赖性的能力,并且所得模型更紧凑(由于规则数量较少),平滑(由于推理机制能够在规则之间进行插值)和自适应的(由于反向传播)。

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