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番茄采摘機(jī)器人夜間照明系統(tǒng)設(shè)計(jì)與試驗(yàn)
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國(guó)家自然科學(xué)基金項(xiàng)目(61105024)


Design and Experiment of Night Lighting System for Tomato Picking Robot
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    基于試驗(yàn)設(shè)計(jì)方法實(shí)現(xiàn)了番茄采摘機(jī)器人夜間照明系統(tǒng)設(shè)計(jì)。提出了一種基于前景與背景類間方差和類內(nèi)方差比值F的圖像可分割性評(píng)價(jià)指標(biāo)作為確定最佳試驗(yàn)方案即最佳照明系統(tǒng)的評(píng)價(jià)指標(biāo);考慮了光源種類、光源布局及圖像采集距離3個(gè)試驗(yàn)因子;采用正交試驗(yàn)表L18(6×36)安排試驗(yàn)。試驗(yàn)結(jié)果表明:光源種類和光源布局是影響番茄采摘機(jī)器人夜間照明系統(tǒng)的顯著因子,圖像采集距離為不顯著因子;光源種類因子各水平中,熒光燈照射時(shí)圖像的F最大,為2.159;光源布局因子各水平中,對(duì)角布局時(shí)圖像的F最大,為2.234。因此,所設(shè)計(jì)的番茄采摘機(jī)器人夜間照明系統(tǒng)的最佳組合為:熒光燈、對(duì)角布局。將試驗(yàn)結(jié)果與基于歸一化R-G色差的OTSU自動(dòng)閾值圖像分割算法的分割效果進(jìn)行了對(duì)比,對(duì)比結(jié)果驗(yàn)證了基于該圖像可分割性評(píng)價(jià)指標(biāo)F的夜間照明系統(tǒng)設(shè)計(jì)方法的有效性。

    Abstract:

    A design method for night lighting system of tomato picking robots based on experiments design was presented. In the design of experiments, an image segmentation evaluation index, which could determine the optimal night lighting system, was proposed. It was calculated as the ratio of F between intraclass and interclass variances of foreground and background of tomato images captured at night. Three factors, including light source type, light source layout and image acquisition distance, were considered. Moreover, orthogonal experiment table L18(6×36) was used to arrange experiments. Testing results showed that, the light source type and light source layout were two significant factors for night lighting system, while the image acquisition distance was not. So, it is focused on the influence of light source type and light source layout in the night lighting system. Meanwhile, the F value of fluorescent lamp was 2.159 which was the highest among those values of six types of light source type, and that of the diagonal layout was 2.234 which was the highest among the values of three types of light source layout. Therefore, in the current trial, the optimal light was fluorescent lamp, and the best light source layout was diagonal layout for the night lighting system of tomato picking robot. F values of tomato images captured at night were compared with image segmentation results using the OTSU algorithm based on normalized R-G color difference. Comparative results showed that the image segmentation results were better for images with higher F. The image segmentation evaluation index based on F and the design method for night lighting system are effective.

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項(xiàng) 榮,段鵬飛.番茄采摘機(jī)器人夜間照明系統(tǒng)設(shè)計(jì)與試驗(yàn)[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2016,47(7):8-14. Xiang Rong, Duan Pengfei. Design and Experiment of Night Lighting System for Tomato Picking Robot[J]. Transactions of the Chinese Society for Agricultural Machinery,2016,47(7):8-14.

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  • 收稿日期:2016-01-30
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  • 在線發(fā)布日期: 2016-07-10
  • 出版日期: 2016-07-10