Design and application of a multi-modal process tomography system

被引:49
作者
Hoyle, BS [1 ]
Jia, X
Podd, FJW
Schlaberg, HI
Tan, HS
Wang, M
West, RM
Williams, RA
York, TA
机构
[1] Univ Leeds, Sch Elect & Elect Engn, Inst Integrated Informat Syst, Leeds LS2 9JT, W Yorkshire, England
[2] Univ Leeds, Sch Proc Environm & Mat Engn, Particle & Colloid Engn Ctr, Leeds LS2 9JT, W Yorkshire, England
[3] Univ Manchester, Dept Elect Engn & Elect, Manchester M60 1QD, Lancs, England
关键词
multi-modal tomography; multi-sensor tomography; data fusion;
D O I
10.1088/0957-0233/12/8/324
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper presents a design and application study of an integrated multi-modal system designed to support a range of common modalities: electrical resistance, electrical capacitance and ultrasonic tomography. Such a system is designed for use with complex processes that exhibit behaviour changes over time and space, and thus demand equally diverse sensing modalities. A multi-modal process tomography system able to exploit multiple sensor modes must permit the integration of their data, probably centred upon a composite process model. The paper presents an overview of this approach followed by an overview of the systems engineering and integrated design constraints. These include a range of hardware oriented challenges: the complexity and specificity of the front-end electronics for each modality; the need for front-end data pre-processing and packing; the need to integrate the data to facilitate data fusion; and finally the features to enable successful fusion and interpretation. A range of software aspects are also reviewed: the need to support differing front-end sensors for each modality in a generic fashion; the need to communicate with front-end data pre-processing and packing systems, the need to integrate the data to allow data fusion; and finally to enable successful interpretation. The review of the system concepts is illustrated with an application to the study of a complex multi-component process.
引用
收藏
页码:1157 / 1165
页数:9
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