The use of knowledge based engineering in the mechatronic embodiment of intelligent machines and systems

R. Parkin
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Abstract

Conventional combinational design philosophies are, in many cases, proving inadequate for the sophisticated products and speed of response demanded by today's markets. Mechatronic design philosophies and concurrent practices for achieving the physical embodiment of the designers creative output are seen as an appropriate response to the challenge. Mechatronics is a holistic design philosophy which can yield intelligent machines (e.g. self-driving vehicles, robotic surgeons) for the benefit of mankind. The advent of new technologies has provided new possibilities for intelligent machines. The appropriate use of knowledge engineering has given much scope in this direction and this paper reports a number of applications across a range of industries from rock processing to food handling. It is clear that great benefit has been derived from the application of knowledge engineering and that techniques such as fuzzy logic and artificial neural networks have much to offer in complex systems where sensor data may be imprecise, where there may be a multiplicity of input data with possible conflicts or where it is not possible to generate precise algorithmic relationships or transfer functions. There is still, however, much research to be done regarding topologies of massively parallel systems, design rules for their creation, paradigms for sensor fusion and most importantly, reliability engineering and the concept of graceful degradation.
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基于知识的工程在智能机器和系统的机电一体化体现中的应用
在许多情况下,传统的组合设计理念已被证明不足以满足当今市场所要求的复杂产品和反应速度。机电一体化设计理念和实现设计师创意输出的物理体现的并行实践被视为对挑战的适当回应。机电一体化是一种整体设计理念,可以产生智能机器(例如自动驾驶汽车,机器人外科医生),造福人类。新技术的出现为智能机器提供了新的可能性。知识工程的适当使用在这个方向上提供了很大的范围,本文报告了从岩石加工到食品加工等一系列行业的许多应用。很明显,知识工程的应用已经带来了巨大的好处,模糊逻辑和人工神经网络等技术在传感器数据可能不精确的复杂系统中可以提供很多,在这些系统中,可能存在多种输入数据,可能存在冲突,或者不可能生成精确的算法关系或传递函数。然而,关于大规模并行系统的拓扑结构、创建它们的设计规则、传感器融合的范例,以及最重要的可靠性工程和优雅退化的概念,仍有许多研究要做。
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