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A color image encryption algorithm based on hyperchaotic map and DNA mutation
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作者 高昕瑜 孙博 +2 位作者 曹颖鸿 Santo Banerjee 牟俊 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第3期131-142,共12页
We devise a color image encryption scheme via combining hyperchaotic map,cross-plane operation and gene theory.First,the hyperchaotic map used in the encryption scheme is analyzed and studied.On the basis of the dynam... We devise a color image encryption scheme via combining hyperchaotic map,cross-plane operation and gene theory.First,the hyperchaotic map used in the encryption scheme is analyzed and studied.On the basis of the dynamics of hyperchaotic map,a color image encryption scheme is designed.At the end of the encryption process,a DNA mutation operation is used to increase the encoding images’randomness and to improve the encryption algorithm’s security.Finally,simulation experiments,performance analysis,and attack tests are performed to prove the effectiveness and security of the designed algorithm.This work provides the possibility of applying chaos theory and gene theory in image encryption. 展开更多
关键词 color image encryption hyperchaotic map cross-plane permutation DNA mutation
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A Map Coloring Method
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作者 Shijun Han 《Journal of Applied Mathematics and Physics》 2023年第4期1200-1208,共9页
Different vertices are colored in a plan. Adjacent vertices are colored dif-ferently from nonadjacent vertices, which are colored the same color. One color is used for a single point, two colors are used for points wi... Different vertices are colored in a plan. Adjacent vertices are colored dif-ferently from nonadjacent vertices, which are colored the same color. One color is used for a single point, two colors are used for points without a loop, and a maximum of four colors are used for points with a loop. A maximum of four colors are used to color all points. . 展开更多
关键词 map Four colors Four colors Conjecture Graph Theory
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Quantitative trait loci identification reveals zinc finger protein CONSTANS-LIKE 4 as the key candidate gene of stigma color in watermelon(Citrullus lanatus)
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作者 Shuang Pei Zexu Wu +4 位作者 Ziqiao Ji Zheng Liu Zicheng Zhu Feishi Luan Shi Liu 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2024年第7期2292-2305,共14页
Stigma color is a critical agronomic trait in watermelon that plays an important role in pollination.However,there are few reports on the regulation of stigma color in watermelon.In this study,a genetic analysis of th... Stigma color is a critical agronomic trait in watermelon that plays an important role in pollination.However,there are few reports on the regulation of stigma color in watermelon.In this study,a genetic analysis of the F2 population derived from ZXG1553(P1,with orange stigma)and W1-17(P2,with yellow stigma)indicated that stigma color is a quantitative trait and the orange stigma is recessive compared with the yellow stigma.Bulk segregant analysis sequencing(BSA-seq)revealed a 3.75 Mb segment on chromosome 6 that is related to stigma color.Also,a major stable effective QTL Clqsc6.1(QTL stigma color)was detected in two years between cleaved amplified polymorphic sequencing(CAPS)markers Chr06_8338913 and Chr06_9344593 spanning a~1.01 Mb interval that harbors 51 annotated genes.Cla97C06G117020(annotated as zinc finger protein CONSTANS-LIKE 4)was identified as the best candidate gene for the stigma color trait through RNA-seq,quantitative real-time PCR(qRT-PCR),and gene structure alignment analysis among the natural watermelon panel.The expression level of Cla97C06G117020 in the orange stigma accession was lower than in the yellow stigma accessions with a significant difference.A nonsynonymous SNP site of the Cla97C06G117020 coding region that causes amino acid variation was related to the stigma color variation among nine watermelon accessions according to their re-sequencing data.Stigma color formation is often related to carotenoids,and we also found that the expression trend of ClCHYB(annotated asβ-carotene hydroxylase)in the carotenoid metabolic pathway was consistent with Cla97C06G117020,and it was expressed in low amounts in the orange stigma accession.These data indicated that Cla97C06G117020 and ClCHYB may interact to form the stigma color.This study provides a theoretical basis for gene fine mapping and mechanisms for the regulation of stigma color in watermelon. 展开更多
关键词 WATERMELON stigma color gene mapping zinc finger protein CONSTANS-LIKE 4
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Unification and Harmonization in True Color Image City Map 被引量:3
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作者 ZHAO Xi PANG Xiaoping +1 位作者 ZHANG Shengli ZHANG Xiang 《Geo-Spatial Information Science》 2007年第1期75-78,共4页
True color image city map is a sort of new-style map which combines the high resolution image and map symbols and shows both advantages in visualization. At the same time, the map unification and harmonization should ... True color image city map is a sort of new-style map which combines the high resolution image and map symbols and shows both advantages in visualization. At the same time, the map unification and harmonization should be taken into account dur-ing the design process, since some visual conflicts appear when map symbols overlaid on the true color image. The objective of this research is to explore the rules in the process of true color image city map design based on chromatic and aesthetic knowledge. At the end, taking the Image Atlas of Guangzhou as an example, image color adjustment, road network presentation, and symbol de-signing issues will be discussed in the application. 展开更多
关键词 true color image city map map design unification HARMONIZATION
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Mapping and predicting a candidate gene for flesh color in watermelon 被引量:2
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作者 WANG Chao-nan LUAN Fei-shi +4 位作者 LIU Hong-yu Angela RDAVIS ZHANG Qi-an DAI Zu-yun LIU Shi 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2021年第8期2100-2111,共12页
The color of watermelon flesh is an important trait determined by a series of carotenoids.Herein,we used Cream of Saskatchewan(pale yellow flesh)and PI 186490(white flesh)as parental materials for an F2 segregation an... The color of watermelon flesh is an important trait determined by a series of carotenoids.Herein,we used Cream of Saskatchewan(pale yellow flesh)and PI 186490(white flesh)as parental materials for an F2 segregation and initial mapping using the bulked segregant analysis sequencing(BSA-seq)strategy.The BSA results revealed a flesh colorrelated QTL that spans approximately 2.45 Mb on chromosome 6.This region was preliminarily positioned in a 382-kb segment,and then narrowed down into a 66.8-kb segment with 1260 F2 individuals.A total of nine candidate genes were in the fine mapping interval,but only Cla007528(encoding chlorophyllase)had non-synonymous mutations and was significantly expressed between the parental materials throughout flesh development.We also checked the expression patterns of the carotenoid metabolic pathway genes based on RNA-seq data and qRT-PCR validation.Three genes in the xanthophyll cycle(ClCHYB,ClNCED-1 and ClNCED-7)exhibited differential expression patterns between the two parental lines at different flesh color formation stages.ClPSY1,ClPDS,ClZDS,ClCHXE,ClCRTISO and ClLCYB also exhibited clearly different expression patterns accompanied by carotenoid accumulation. 展开更多
关键词 WATERMELON fine mapping flesh color QTL TRANSCRIPTOME
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Automatic salient object segmentation using saliency map and color segmentation 被引量:1
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作者 HAN Sung-ho JUNG Gye-dong +2 位作者 LEE Sangh-yuk HONG Yeong-pyo LEE Sang-hun 《Journal of Central South University》 SCIE EI CAS 2013年第9期2407-2413,共7页
A new method for automatic salient object segmentation is presented.Salient object segmentation is an important research area in the field of object recognition,image retrieval,image editing,scene reconstruction,and 2... A new method for automatic salient object segmentation is presented.Salient object segmentation is an important research area in the field of object recognition,image retrieval,image editing,scene reconstruction,and 2D/3D conversion.In this work,salient object segmentation is performed using saliency map and color segmentation.Edge,color and intensity feature are extracted from mean shift segmentation(MSS)image,and saliency map is created using these features.First average saliency per segment image is calculated using the color information from MSS image and generated saliency map.Then,second average saliency per segment image is calculated by applying same procedure for the first image to the thresholding,labeling,and hole-filling applied image.Thresholding,labeling and hole-filling are applied to the mean image of the generated two images to get the final salient object segmentation.The effectiveness of proposed method is proved by showing 80%,89%and 80%of precision,recall and F-measure values from the generated salient object segmentation image and ground truth image. 展开更多
关键词 salient object visual attention saliency map color segmentation
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The Role of Color Doppler Ultrasound Arterial Mapping for Decision Making in the Treatment of Patients with Lower Extremity Peripheral Arterial Disease 被引量:1
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作者 Ali Babaei Jandaghi Zahra Mardanshahi +5 位作者 Ahmad Alizadeh Iraj Baghi Hossein Hemmati Narges Tabarzan Baboli Shabnam Alizadeh Arasi Amin Keshavarzzirak 《Surgical Science》 2013年第10期415-420,共6页
Purpose: To assess the efficacy of color Doppler imaging for decision making in the treatment of patients with lower extremity peripheral arterial disease (PAD) compared to digital subtraction angiography (DSA). Mater... Purpose: To assess the efficacy of color Doppler imaging for decision making in the treatment of patients with lower extremity peripheral arterial disease (PAD) compared to digital subtraction angiography (DSA). Materials and Methods: Color Doppler scan was done on patients suspected for lower limb PAD, a day prior to the DSA which was done by a vascular surgeon. Also, for the patients who were candidates for endovascular intervention based on the color Doppler arterial mapping results, endovascular interventions were performed at the same time if the DSA findings are correlated with the color Doppler map. The grading for evaluated segments was normal, insignificant stenosis (<50%), hemodynamically significant stenosis (≥50%) and occlusion. We yielded the diagnostic efficacy indices of Doppler for detecting arterial stenosis in each 18 different arterial segments below the renal arteries including, infrarenal aorta, common and external iliac, common femoral, superficial femoral (proximal, middle and distal segments), deep femoral, popliteal artery, tibioperoneal trunk, anterior and posterior tibial arteries (proximal, middle and distal segments) and peroneal artery (proximal and distal segments). Then, we yielded the kappa agreement between Doppler and DSA findings considering the grade of stenosis in 18 arterial segments separately. Results: Totally 115 lower extremities (2045 arterial segments) were evaluated in 90 patients [mean age: 60.8 ± 8.9 (range: 47 - 84 years old)] of which 68 (75.6%) were men. The sensitivity of color Doppler for all arterial segments was 90% or higher except for common iliac artery, distal segment of superficial femoral artery and proximal segments of anterior and posterior tibialis and peroneal arteries. However, the specificity was 89% or higher, in all arterial segments. Kappa agreement was 0.72 or higher in all segments (All P-Values 0.001). Conclusion: This study suggests that considering excellent capability of color Doppler sonography in the evaluation of lower extremity arterial disease, color Doppler arterial mapping is sufficient for decision making in the treatment of these patients and can reduce the rate of diagnostic angiography. 展开更多
关键词 Lower EXTREMITY Peripheral ARTERIAL Disease color Doppler SONOGRAPHY ARTERIAL mapPING Digital SUBTRACTION ANGIOGRAPHY
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LIC color texture enhancement algorithm for ocean vector field data based on HSV color mapping and cumulative distribution function 被引量:1
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作者 Hongbo Zheng Qin Shao +4 位作者 Jie Chen Yangyang Shan Xujia Qin Ji Ma Xiaogang Xu 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2022年第10期171-180,共10页
Texture-based visualization method is a common method in the visualization of vector field data.Aiming at adding color mapping to the texture of ocean vector field and solving the ambiguity of vector direction in text... Texture-based visualization method is a common method in the visualization of vector field data.Aiming at adding color mapping to the texture of ocean vector field and solving the ambiguity of vector direction in texture image,a new color texture enhancement algorithm based on the Line Integral Convolution(LIC)for the vector field data is proposed,which combines the HSV color mapping and cumulative distribution function calculation of vector field data.This algorithm can be summarized as follows:firstly,the vector field data is convoluted twice by line integration to get the gray texture image.Secondly,the method of mapping vector data to each component of the HSV color space is established.And then,the vector field data is mapped into HSV color space and converted from HSV to RGB values to get the color image.Thirdly,the cumulative distribution function of the RGB color components of the gray texture image and the color image is constructed to enhance the gray texture and RGB color values.Finally,both the gray texture image and the color image are fused to get the color texture.The experimental results show that the proposed LIC color texture enhancement algorithm is capable of generating a better display of vector field data.Furthermore,the ambiguity of vector direction in the texture images is solved and the direction information of the vector field is expressed more accurately. 展开更多
关键词 ocean vector field visualization texture enhancement color mapping line integral convolution
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Morphological Structure and Genetic Mapping of New Leaf-Color Mutant Gene in Rice (Oryza sativa) 被引量:7
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作者 LI Yu-hong WANG Bao-he +5 位作者 DAI Zheng-yuan LI Ai-hong LIu Guang-qing Zuo Shi-min ZHANG Hong-xi PAN Xue-biao 《Rice science》 SCIE 2012年第2期79-85,共7页
Leaf-color mutations are a widely-observed class of mutations, playing an important role in the study of chlorophyll biosynthesis and plant chloroplast structure, function, genetics and development. A naturally-occurr... Leaf-color mutations are a widely-observed class of mutations, playing an important role in the study of chlorophyll biosynthesis and plant chloroplast structure, function, genetics and development. A naturally-occurring leaf-color rice mutant, Baihuaidao 7, was analyzed. Mutant plants typically exhibited a green-white-green leaf-color progression, but this phenotype was only expressed in the presence of a stress signal induced by mechanical scarification such as transplantation. Prior to the appearance of white ~eaves, mutant plant growth, leaf color, chlorophyll content, and chloroplast ultrastructure appeared to be identical to those of the wild type. After the changeover to white leaf color, an examination of the mutated leaves revealed a decrease in total chlorophyll, chlorophyll a, chlorophyll b, and carotenoid content, a reduction in the number of chloroplast grana lamella and grana, and a gradual degradation of the thylakoid lamellas. At maturity, the mutant plant was etiolated and dwarfed compared with wild-type plants. Genetic analysis indicated that the leaf mutant character is controlled by a recessive nuclear gene. Genetic mapping of the mutant gene was performed using an F2 population derived from a Baihuaidao 7 ~ Jiangxi 1587 cross. The mutant gene was mapped to rice chromosome 11, positioned between InDel markers L59.2-7 and L64.8-11, which are separated by approximately 740.5 kb. The mutant gene is believed to be a new leaf-color mutant gene in rice, and is tentatively designated as gwgl. 展开更多
关键词 Oryza sativa leaf-color mutant morphological structure genetic analysis gene mapping
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Effects of Colored Noise on Periodic Orbits in a One-Dimensional Map
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作者 李丰果 艾保全 《Communications in Theoretical Physics》 SCIE CAS CSCD 2011年第6期1001-1006,共6页
Noise can induce inverse period-doubling transition and chaos. The effects of the colored noise on periodic orbits, of the different periodic sequences in the logistic map, are investigated. It is found that the dynam... Noise can induce inverse period-doubling transition and chaos. The effects of the colored noise on periodic orbits, of the different periodic sequences in the logistic map, are investigated. It is found that the dynamical behaviors of the orbits, induced by an exponentially correlated colored noise, are different in the mergence of transition, and the effects of the noise intensity on their dynamical behaviors are different from the effects of the correlation time of noise. Remarkably, the noise can induce new periodic orbits, namely, two new orbits emerge in the period-four sequence at the bifurcation parameter value μ = 3.5, four new orbits in the period-eight sequence at μ= 3.55, and three new orbits in the period-six sequence at μ = 3.846, respectively. Moreover, the dynamical behaviors of the new orbits clearly show the resonancelike response to the colored noise. 展开更多
关键词 a one-dimensional map colored noise periodic sequences stochastic resonance
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APPLYING OONN TO SOLVE MAP-COLORING PROBLEM
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作者 余道衡 贾积有 《Journal of Electronics(China)》 1993年第1期9-14,共6页
For solving the map-coloring problems,this paper presents an energy function,amore effective dynamic equation and a more simple convergence condition.For the first time westudy the map-coloring problems in the way of ... For solving the map-coloring problems,this paper presents an energy function,amore effective dynamic equation and a more simple convergence condition.For the first time westudy the map-coloring problems in the way of connecting discrete Hopfield neural network withthe orthogonal optimization,and as a practical example,a color map of China is given. 展开更多
关键词 map-coloring problem HOPFIELD neural network ORTHOGONAL optimization
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Ulva prolifera subpixel mapping with multiple-feature decision fusion
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作者 Jianhua WAN Xianci WAN +5 位作者 Lie SUN Mingming XU Hui SHENG Shanwei LIU Bin ZOU Qimao WANG 《Journal of Oceanology and Limnology》 SCIE CAS CSCD 2023年第3期865-880,共16页
The unavoidable nature of Ulva prolifera mixed pixel in low-resolution remote sensing images would result in rough boundary of U.prolifera patches,omission of tiny patches,and overestimation of coverage area.The decom... The unavoidable nature of Ulva prolifera mixed pixel in low-resolution remote sensing images would result in rough boundary of U.prolifera patches,omission of tiny patches,and overestimation of coverage area.The decomposition of U.prolifera mixed pixel addresses the issue of coverage area overestimation,and the remaining problems can be alleviated by subpixel mapping(SPM).Due to the drift and dissipation of U.prolifera,a suitable SPM method is the single image-based unsupervised method.However,the method has difficulties in detail reconstruction,insufficient learning of spectral information,and SPM error introduced by abundance deviation.Therefore,we proposed a multiple-feature decision fusion SPM(MFDFSPM)method.It involves three branches to obtain the spatial,abundance,and spectral features of U.prolifera while considers multi-feature information using the fusion strategy.Experiments on the Geostationary Ocean Color Imager images in the Yellow Sea of China indicate that the MFDFSPM overperforms several typical U.prolifera SPM methods in higher accuracy and stronger robustness in both SPM and abundance calculation,which produced subpixel map with more detailed spatial information and less noise. 展开更多
关键词 Ulva prolifera subpixel mapping multiple-feature decision fusion abundance geostationary ocean color imager(GOCI)
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基于特征图像组合与改进ResNet-18的电能质量扰动识别方法 被引量:1
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作者 张逸 欧杰宇 +1 位作者 金涛 毕贵红 《中国电机工程学报》 EI CSCD 北大核心 2024年第7期2531-2544,I0003,共15页
针对传统电能质量扰动(power quality disturbance,PQD)识别体系中单一图像特征信息受限与算法识别能力不足等问题,依据特征融合的思想,提出一种基于特征图像组合与改进ResNet-18的PQD识别方法。首先,对PQD信号进行变分模态分解(variati... 针对传统电能质量扰动(power quality disturbance,PQD)识别体系中单一图像特征信息受限与算法识别能力不足等问题,依据特征融合的思想,提出一种基于特征图像组合与改进ResNet-18的PQD识别方法。首先,对PQD信号进行变分模态分解(variational mode decomposition,VMD)得到一系列固有模态函数(intrinsic mode functions,IMFs)与残差分量;其次,将IMFs、残差分量、原始扰动信号与Subtract分量纵向拼接成分量矩阵,利用信号-图像转化方法生成特征分量彩色图;再次,对原始扰动信号进行连续小波变换(continuous wavelet transform,CWT)生成小波时-频图;最后,将特征分量彩色图与小波时-频图组合输入改进的六通道ResNet-18中训练学习并完成扰动识别。通过仿真对PQD识别方法进行分析并将其与目前常用识别体系进行比较。结果表明,所提方法具有较好的抗噪性能并且能够更好地提取PQD特征信息,达到更高的识别准确率。 展开更多
关键词 电能质量扰动 变分模态分解 特征分量彩色图 小波时-频图 残差网络
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基于BSA-seq的大豆棕色荚皮L2基因定位
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作者 樊超 毕影东 +5 位作者 李炜 梁文卫 刘淼 刘建新 杨光 邸树峰 《华北农学报》 CSCD 北大核心 2024年第4期64-71,共8页
大豆荚皮的颜色是重要的驯化性状和表型特征,与炸荚习性和躲避捕食关系紧密。大豆荚皮颜色主要由2对等位基因控制,其中棕色荚皮L2基因尚未被鉴定。为了在大豆基因组上对该基因进行鉴定,为大豆棕色荚皮相关基因功能解析和育种应用提供一... 大豆荚皮的颜色是重要的驯化性状和表型特征,与炸荚习性和躲避捕食关系紧密。大豆荚皮颜色主要由2对等位基因控制,其中棕色荚皮L2基因尚未被鉴定。为了在大豆基因组上对该基因进行鉴定,为大豆棕色荚皮相关基因功能解析和育种应用提供一定的理论基础。以栽培大豆中龙优203(黄色荚皮)和野生大豆FF1235(黑色荚皮)为亲本构建F 2分离群体进行遗传分析。利用F 2群体棕色豆荚和黄色豆荚单株构建混池进行BSA-seq定位分析,并在此基础上进行重组交换单株分析。结果表明,大豆棕色荚皮性状为1对等位基因控制的质量性状。棕色荚皮L2基因关联区域位于3号染色体0~0.75 Mb的区段。进一步开发InDel分子标记进行精细定位,获得具有多态性的InDel引物7对。最终将棕色荚皮位点定位于3号染色体上的Indel-L2-3~Indel-L2-6,物理距离为344 kb。定位区间内共有候选基因32个,其中Glyma.03G005700基因注释为异丙基苹果酸聚合酶,与已发现的黑色荚皮基因L1(Glyma.19G120400)高度同源,其功能为将4-羟基丙酮酸转化为红果酸和番石榴酸,可能是调控大豆棕色荚皮形成的关键基因。 展开更多
关键词 大豆 荚皮颜色 基因定位 BSA-seq
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茶树品种‘白鸡冠’与‘福云6号’遗传连锁图谱构建
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作者 陈志辉 张亚真 +6 位作者 孔祥瑞 游小妹 林郑和 单睿阳 郑士琴 李鑫磊 陈常颂 《茶叶学报》 2024年第4期8-20,共13页
【目的】近年来对茶树白化性状调控机理的研究逐渐增多,但到目前为止白化性状的基因调控机制仍然未知。通过构建‘白鸡冠’与‘福云6号’高密度遗传连锁图谱,为后续白鸡冠叶色基因定位奠定基础。【方法】创建白鸡冠(♀)与福云6号(♂)F1... 【目的】近年来对茶树白化性状调控机理的研究逐渐增多,但到目前为止白化性状的基因调控机制仍然未知。通过构建‘白鸡冠’与‘福云6号’高密度遗传连锁图谱,为后续白鸡冠叶色基因定位奠定基础。【方法】创建白鸡冠(♀)与福云6号(♂)F1代遗传分离群体,采用SLAF-seq技术和HighMap软件开发SNP分子标记,构建高密度遗传连锁图。【结果】用茶树参考基因组作电子酶切预测,选用HaeIII酶切方案。SLAF标签长度选择314~364 bp,预测到230000个SLAF标签。SLAF标签在基因组各染色体上分布基本均匀,酶切方案可行。建库准确性评估发现,对照样数据的双端比对效率为85.98%,酶切效率为91.82%,说明SLAF建库正常。本实验共获得828 448 417条reads(165.67 Gb)测序数据,测序平均Q30为93.94%,平均GC含量为43.67%,样本GC分布正常。获得SNP标记5 975 507个,成功分型的有643 601个,用于遗传图谱构建的标记有500 988个,最终上图标记有7 967个,总图距为2 754.59 cM,上图标记完整度为99.84%,共构建出15个高密度遗传连锁群。【结论】利用白鸡冠与福云6号F1代遗传分离群体构建出含15个连锁群的高密度遗传连锁图谱。 展开更多
关键词 茶树 黄化 白化 遗传图谱 叶色突变
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长城色彩折射的建造技艺、管理制度与民族智慧
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作者 李哲 张梦迪 +2 位作者 伍小敏 拓晓龙 李严 《中国文化遗产》 2024年第3期50-58,共9页
与宫殿、寺庙、石窟等建筑遗产相比,长城在材料色彩方面“乏善可陈”,甚至还出现专有名词“长城灰”,将长城的色彩特征固化。本文通过无人机采集明长城全线图像并引入图像类人工智能提取其主色调,首次量化各段长城色彩、绘制全线色彩地... 与宫殿、寺庙、石窟等建筑遗产相比,长城在材料色彩方面“乏善可陈”,甚至还出现专有名词“长城灰”,将长城的色彩特征固化。本文通过无人机采集明长城全线图像并引入图像类人工智能提取其主色调,首次量化各段长城色彩、绘制全线色彩地图,证明长城“富彩”;并结合材料成分分析、史料挖掘,首次揭示色彩背后蕴含的长城材料色彩法则、色彩质量评价标准与奖励办法,以及以色立威、以建止战的核心意图。这一成果尝试填补古代建筑色彩研究的长城缺环、揭示长城作为军事遗产的材料色彩艺术造诣,挖掘出未开发长城段新的遗产景观资源,从全新的视角助推长城国家文化公园建设。 展开更多
关键词 长城 建筑色彩 色彩地图 人工智能 地域性材料
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基于数据映射和胶囊网络的轴承故障诊断方法
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作者 赵运基 张楠楠 +2 位作者 周梦林 许孝卓 张新良 《河南理工大学学报(自然科学版)》 CAS 北大核心 2024年第5期108-117,共10页
传统深度学习模型自适应提取振动信号故障特征,实现端到端轴承故障诊断。然而,振动监测信号为非常复杂的非稳态时序信号,若深度网络直接以原始振动信号为输入,数据之间的非线性耦合作用会极大影响模型对故障特征的提取效率。目的为降低... 传统深度学习模型自适应提取振动信号故障特征,实现端到端轴承故障诊断。然而,振动监测信号为非常复杂的非稳态时序信号,若深度网络直接以原始振动信号为输入,数据之间的非线性耦合作用会极大影响模型对故障特征的提取效率。目的为降低故障信号之间强非线性耦合作用,解决卷积神经网络对空间约束信息丢失的问题,提升轴承故障诊断性能,方法本文提出一种基于数据映射和胶囊网络(capsule network,CapsNet)的轴承故障诊断方法。首先,将图像处理领域中具有细化颜色特征能力的颜色空间模型(color names,CN)引入故障数据预处理中,将原始低维空间数据映射至高维空间,提升故障数据空间区分度;其次,针对映射后数据维度较高且具有一定冗余,影响故障诊断效率的问题,引入主成分分析(principal compo⁃nent analysis,PCA)法提取故障数据主元信息,降低数据维度;最后,考虑到胶囊网络有效提取空间约束信息的能力,将CapsNet作为故障诊断的骨干网络对故障特征进行识别和分类。结果使用CWRU、XJTU-SY数据集对该方法进行验证,实验结果表明,该方法在两种数据集上故障诊断准确率均达98%以上,与其他基于深度学习的故障诊断方法进行对比,该方法的诊断性能具有一定优势。结论本文方法可对故障数据进行有效解耦,提升数据之间的空间区分度,获得较高的轴承故障诊断精度。 展开更多
关键词 轴承故障诊断 颜色空间模型 数据空间映射策略 主成分分析 胶囊网络
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基于颜色–耳标参数映射的时空信息可听化方法
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作者 杨乃 连晓娜 +3 位作者 袁玥 黄明仁 李乔石 林鑫 《时空信息学报》 2024年第4期469-481,共13页
随着时空信息的爆炸式增长,如何在保留地图可视化传统优势的基础上实现时空信息可听化是一个值得研究的方向。因此,首先以2022年纽约市PM_(2.5)污染情况为例,采用通用克里金法对PM_(2.5)污染浓度数据进行插值,得到纽约市2022年365幅PM_(... 随着时空信息的爆炸式增长,如何在保留地图可视化传统优势的基础上实现时空信息可听化是一个值得研究的方向。因此,首先以2022年纽约市PM_(2.5)污染情况为例,采用通用克里金法对PM_(2.5)污染浓度数据进行插值,得到纽约市2022年365幅PM_(2.5)浓度专题地图;其次,提取每张专题地图的色相、饱和度、明度平均值,并将它们与PM_(2.5)浓度数据的标准差分别映射为音色、音高、音强、音长四个维度的耳标参数,使用Sibelius编排创建乐曲,实现纽约市2022年PM_(2.5)数据的可听化;最后,对可听化的污染意象信息传递效果进行评估。结果显示:(1)污染浓度最严重比最不严重和不严重信息的传递效果好;(2)污染浓度变化最大和变化较大比变化最小信息的传递效果好;(3)污染浓度地域差异变化最大比变化最小信息的传递效果好;(4)音强和音高传递污染浓度信息的效果最佳,被试者的认可度也最高,而音长传递污染地域差异的效果最差;(5)被试者对于使用以上可听化形式来传递污染信息的态度持中立到同意的态度,但在理解上存在一定难度。实验拓展了时空信息可听化的研究内容,丰富了对于地图可听化技术的探索。 展开更多
关键词 可听化 时空信息 PM_(2.5) 耳标参数 HSV颜色空间 分层设色 映射模型
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玉米花丝花青苷显色性状的QTL定位
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作者 黄缓缓 安洪周 +4 位作者 李魁英 王延兵 谷亦 乔亚科 高增玉 《华北农学报》 CSCD 北大核心 2024年第4期31-36,共6页
玉米花丝颜色是玉米特异性和一致性判定的重要农艺性状。为解析玉米花丝花青苷显色性状的遗传机制,以绿色花丝自交系WL134和紫色花丝自交系D7杂交构建的213份DH系群体为研究材料,在2022年和2023年2 a环境下分别进行QTL定位分析。结果表... 玉米花丝颜色是玉米特异性和一致性判定的重要农艺性状。为解析玉米花丝花青苷显色性状的遗传机制,以绿色花丝自交系WL134和紫色花丝自交系D7杂交构建的213份DH系群体为研究材料,在2022年和2023年2 a环境下分别进行QTL定位分析。结果表明,花丝花青苷显色性状在不同家系、不同年份之间均存在显著差异,且广义遗传力为0.864。2 a的花丝颜色数据共检测到9个QTLs,分布于玉米的第2,3,5,6,8,9号染色体上,单个QTL的表型贡献率在4.83%~9.26%。在第5染色体上定位到一个稳定的在2 a数据中可重复检测到的位点qSC5,位于19.15~19.80 Mb,2022年检测的LOD值为4.65,贡献率7.22%,2023年检测的LOD值为5.76,贡献率7.17%,为主效QTL位点。与前人的研究比对发现,该位点为调控花丝花青苷显色的新位点。基于qSC5两侧的SNP标记,DH群体中极端紫色花丝家系中90.91%的基因型为CCCC,而绿色花丝家系中该基因型仅占44.00%。该标记与玉米花丝颜色显著相关,可能与调控花丝花青苷显色性状的关键基因连锁。 展开更多
关键词 玉米 花丝颜色 QTL定位 SNP标记
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基于云模型的煤矿安全风险四色图动态管控系统研究 被引量:1
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作者 雷咸锐 薛跃强 +3 位作者 薛黎明 李清汝 王兰芬 刘冬旭 《中国矿业》 北大核心 2024年第3期76-83,共8页
四色图是一种规范的、新型的安全可视化管理方法。针对井下工作环境复杂多变、隐患排查不到位、煤矿安全风险防范四色图科学性与指导性不强等问题,为提高风险辨识评估的准确性及煤矿安全管理水平,紧跟煤矿安全管理信息化、智能化的发展... 四色图是一种规范的、新型的安全可视化管理方法。针对井下工作环境复杂多变、隐患排查不到位、煤矿安全风险防范四色图科学性与指导性不强等问题,为提高风险辨识评估的准确性及煤矿安全管理水平,紧跟煤矿安全管理信息化、智能化的发展趋势,建立了基于云模型的煤矿安全风险四色图动态管控系统。该系统主要由硬件和软件构成,利用内嵌于系统的云模型对煤矿各风险点进行风险等级评估,并根据结果展现对应的风险等级颜色,克服了传统煤矿安全风险调控效率较低的弊端,将风险评价等级和防控措施相结合,实现了煤矿安全风险的实时评估和动态管理。云模型-四色图的组合通过云模型解决分级过程中系统的模糊性和不确定性,并利用四色图对风险分级进行直观展示,为科学的煤矿风险管理提供理论支撑。该系统在山西潞安五阳矿井成功应用,为更多煤矿安全管理信息化、智能化发展提供支持。 展开更多
关键词 四色图 煤矿安全 风险评估 动态管控系统 可视化管理
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