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Article
Publication date: 26 August 2014

Improving the performance of electronic nose for wound infection detection using orthogonal signal correction and particle swarm optimization

Jingwei Feng, Fengchun Tian, Pengfei Jia, Qinghua He, Yue Shen and Shu Fan

– The purpose of this paper is to detect wound infection by electronic nose (Enose) and to improve the performance of Enose.

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Abstract

Purpose

The purpose of this paper is to detect wound infection by electronic nose (Enose) and to improve the performance of Enose.

Design/methodology/approach

Mice are used as experimental subjects. Orthogonal signal correction (OSC) is applied to preprocess the response of Enose. Radical basis function (RBF) network is used for discrimination, and the parameters in RBF are optimized by particle swarm optimization.

Findings

OSC is very suitable for eliminating interference and improving the performance of Enose in wound infection detection.

Research limitations/implications

Further research is required to sample wound infection dataset of human beings and to demonstrate that the Enose with proper algorithms can be used to detect wound infection.

Practical implications

In this paper, Enose is used to detect wound infection, and OSC is used to improve the performance of the Enose. This widens the application area of Enose and OSC.

Originality/value

The innovative concept paves the way for the application of Enose.

Details

Sensor Review, vol. 34 no. 4
Type: Research Article
DOI: https://doi.org/10.1108/SR-10-2012-710
ISSN: 0260-2288

Keywords

  • Signal processing
  • Sensors
  • Surgery

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Article
Publication date: 10 June 2014

A novel sensor array and classifier optimization method of electronic nose based on enhanced quantum-behaved particle swarm optimization

Pengfei Jia, Fengchun Tian, Shu Fan, Qinghua He, Jingwei Feng and Simon X. Yang

The purpose of the paper is to propose a new optimization algorithm to realize a synchronous optimization of sensor array and classifier, to improve the performance of…

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Abstract

Purpose

The purpose of the paper is to propose a new optimization algorithm to realize a synchronous optimization of sensor array and classifier, to improve the performance of E-nose in the detection of wound infection. When an electronic nose (E-nose) is used to detect the wound infection, sensor array’s optimization and parameters’ setting of classifier have a strong impact on the classification accuracy.

Design/methodology/approach

An enhanced quantum-behaved particle swarm optimization based on genetic algorithm, genetic quantum-behaved particle swarm optimization (G-QPSO), is proposed to realize a synchronous optimization of sensor array and classifier. The importance-factor (I-F) method is used to weight the sensors of E-nose by its degree of importance in classification. Both radical basis function network and support vector machine are used for classification.

Findings

The classification accuracy of E-nose is the highest when the weighting coefficients of the I-F method and classifier’s parameters are optimized by G-QPSO. All results make it clear that the proposed method is an ideal optimization method of E-nose in the detection of wound infection.

Research limitations/implications

To make the proposed optimization method more effective, the key point of further research is to enhance the classifier of E-nose.

Practical implications

In this paper, E-nose is used to distinguish the class of wound infection; meanwhile, G-QPSO is used to realize a synchronous optimization of sensor array and classifier of E-nose. These are all important for E-nose to realize its clinical application in wound monitoring.

Originality/value

The innovative concept improves the performance of E-nose in wound monitoring and paves the way for the clinical detection of E-nose.

Details

Sensor Review, vol. 34 no. 3
Type: Research Article
DOI: https://doi.org/10.1108/SR-02-2013-630
ISSN: 0260-2288

Keywords

  • Signal processing
  • Sensors
  • Surgery

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Article
Publication date: 9 April 2018

Effect of thermal activation on the tribological behaviors of muscovite particles as lubricant additives in lithium grease

Pengfei Du, G.X. Chen, Shiyuan Song, Jiang Wu, Kechen Gu, Dachuan Zhu and Jin Li

The tribological properties of muscovite and its thermal-treated products as lubricant additives in lithium grease were investigated. The effect of thermal temperature on…

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Abstract

Purpose

The tribological properties of muscovite and its thermal-treated products as lubricant additives in lithium grease were investigated. The effect of thermal temperature on the crystal structure and tribological properties of muscovite was studied. This study aims to explore the tribological mechanism of muscovite and optimize a proper thermal activation temperature, thus further improving the tribological properties.

Design/methodology/approach

The crystal structure of muscovite samples was characterized by SEM, TG-DSC, XRD and FTIR. The tribological properties of grease samples were investigated using a four-ball tribotester and the worn surface was analyzed by SEM and EDS.

Findings

The excellent tribological properties of muscovite can be ascribed to the layer structure and lubricant film formed on the worn surface. Thermal temperature at 500-600°C increases the surface activity and oxygen releasing capability, and thus favors the formation of lubricant film and accordingly further improves the tribological properties. However, the layer structure is destroyed and hard phases such as alumina and amorphous appear after thermal temperature activated beyond 1000°C, as it results in the aggravation of friction and wear.

Originality/value

To the authors’ knowledge, it is the first to study the effect of thermal temperature on the crystal structure and tribological properties of muscovite. The tribological mechanism of muscovite particle and its thermal-treated products was disclosed.

Details

Industrial Lubrication and Tribology, vol. 70 no. 3
Type: Research Article
DOI: https://doi.org/10.1108/ILT-11-2016-0288
ISSN: 0036-8792

Keywords

  • Lubricant additives
  • Friciton and wear
  • Muscovite
  • Thermal activation

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Article
Publication date: 4 September 2017

The tribological performance of brucite lubricant at high temperature

Xueping Hu, Pengfei Tang, Yanfei Wang and Jing Liu

Water-based graphite lubricants have good lubricity in the process of metal forming, especially for hot-rolling seamless pipe. Although the use of water as a working fluid…

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Abstract

Purpose

Water-based graphite lubricants have good lubricity in the process of metal forming, especially for hot-rolling seamless pipe. Although the use of water as a working fluid system instead of conventional mineral oil has many advantages for the fuel consumption, post cleaning and a new type of lubricant, the graphite contaminated the machine and workers for its physical properties. From the global environmental protection viewpoint, it is urgent to develop a kind of benign material.

Design/methodology/approach

Magnesium hydroxide which has the average particle size of 10 μm was chosen as a base material without further modification and pretreatments. On the HT-1000 high-temperature tribometer, the influence of temperature and lubricant materials on the friction coefficient was studied. The tribological performance at 900°C provided evidence under high temperature for exploring a new lubricant material.

Findings

Tap water-based brucite lubricant will open a new chapter in the industrial lubrication, effectively avoiding many unfavorable factors caused by graphite lubrication, such as conductivity, pollution and energy loss. Meanwhile, it expanded the application of brucite as flame-retardant agent, catalyst, water treatment agent and so on.

Originality/value

It is a new and environmental lubricant to tap water-based brucite lubricant. And specially, the preparation process of lubricant is simple and economical.

Details

Industrial Lubrication and Tribology, vol. 69 no. 5
Type: Research Article
DOI: https://doi.org/10.1108/ILT-06-2015-0076
ISSN: 0036-8792

Keywords

  • Additives
  • Environment
  • Friction coefficient
  • High temperature
  • Environmental health and safety
  • Brucite
  • Lubricant
  • Water-based

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Article
Publication date: 17 December 2019

The impact of the matching of innovative product category and presentation order on consumer’s purchasing intention

Meng Lu, Yang Qiang, Du Jiangang and Dong Zerui

The purpose of this paper is to examine the interaction effect of innovative product category and presentation order on consumer consumer’s purchasing intention and the…

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Abstract

Purpose

The purpose of this paper is to examine the interaction effect of innovative product category and presentation order on consumer consumer’s purchasing intention and the mediating role of perceived novelty and risk perception.

Design/methodology/approach

The authors examined the hypotheses in three experiment studies. In Study 1, the authors primed innovative product category and presentation order on consumer consumer’s purchasing intention. In Study 2, the authors measured the mediating role of perceived novelty and risk perception. In Study 3, they validated the moderating effect of picture and text consistency on the improvement of purchase preference.

Findings

The results reveal that RNP/INP and presentation order (from whole to part/from part to whole) could enhance consumers’ purchase intention and verify the mediating role of perceived novelty and risk perception, based on which a complete internal mechanism model is constructed. The third experiment shows the moderating effect of picture and text consistency on the improvement of purchase preference by matching the category and presentation order of innovative products.

Originality/value

Prior literature on the thinking mode of holistic and partial processing has been mostly applied to the cognitive field of reading and text labeling. In this study, using the holistic (local) processing thinking model and anchoring theory, eye movement experiments and situational experiments, the audience’s analysis framework of information processing mechanism is constructed. The unique phenomenon of product category and overall (local) presentation order coexisting in innovative product advertisement is considered comprehensively.

Details

Journal of Contemporary Marketing Science, vol. 2 no. 3
Type: Research Article
DOI: https://doi.org/10.1108/JCMARS-08-2019-0028
ISSN: 2516-7480

Keywords

  • Cognitive fluency
  • Innovative product advertising
  • Overall and partial presentation order

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