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Optimal Artificial Intelligence Based Automated Skin Lesion Detection and Classification Model
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作者 Kingsley A.Ogudo R.Surendran Osamah Ibrahim Khalaf 《Computer Systems Science & Engineering》 SCIE EI 2023年第1期693-707,共15页
Skin lesions have become a critical illness worldwide,and the earlier identification of skin lesions using dermoscopic images can raise the survival rate.Classification of the skin lesion from those dermoscopic images... Skin lesions have become a critical illness worldwide,and the earlier identification of skin lesions using dermoscopic images can raise the survival rate.Classification of the skin lesion from those dermoscopic images will be a tedious task.The accuracy of the classification of skin lesions is improved by the use of deep learning models.Recently,convolutional neural networks(CNN)have been established in this domain,and their techniques are extremely established for feature extraction,leading to enhanced classification.With this motivation,this study focuses on the design of artificial intelligence(AI)based solutions,particularly deep learning(DL)algorithms,to distinguish malignant skin lesions from benign lesions in dermoscopic images.This study presents an automated skin lesion detection and classification technique utilizing optimized stacked sparse autoen-coder(OSSAE)based feature extractor with backpropagation neural network(BPNN),named the OSSAE-BPNN technique.The proposed technique contains a multi-level thresholding based segmentation technique for detecting the affected lesion region.In addition,the OSSAE based feature extractor and BPNN based classifier are employed for skin lesion diagnosis.Moreover,the parameter tuning of the SSAE model is carried out by the use of sea gull optimization(SGO)algo-rithm.To showcase the enhanced outcomes of the OSSAE-BPNN model,a comprehensive experimental analysis is performed on the benchmark dataset.The experimentalfindings demonstrated that the OSSAE-BPNN approach outper-formed other current strategies in terms of several assessment metrics. 展开更多
关键词 Deep learning dermoscopic images intelligent models machine learning skin lesion
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Overview of Recombinant Skin Models and Progress in Their Application in Vitro Assessment of Toxicity and Efficacy
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作者 Zhang Bowen Xu Qiufeng +5 位作者 GU Wu Zhang Zhichun Dai Yumeng Han Zhiyang Xu Mingkai Wang Yu 《China Detergent & Cosmetics》 2023年第1期38-44,共7页
A recombinant skin model is a model in which skin cells are grown in vitro on a bioactive scaffold and provided with adequate nutrition to promote cell proliferation and differentiation to produce a mock skin structur... A recombinant skin model is a model in which skin cells are grown in vitro on a bioactive scaffold and provided with adequate nutrition to promote cell proliferation and differentiation to produce a mock skin structure and biological features. The development of recombinant skin models allows for effective and scientifically sound in vitro evaluation tests. This review briefly summarizes the overview of recombinant skin models and the progress of their application in in vitro evaluation which focuses on three aspects: skin irritation, skin corrosivity, and anti-skin aging. Moreover, an outlook on the future development of recombinant skin models is also provided in this review. 展开更多
关键词 recombinant skin model in vitro evaluation IRRITATION corrosiveness anti-skin aging
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Numerical Model of Thermal Responses in Human Skin under Low-Level Radiant Exposure 被引量:1
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作者 张文欢 李俊 《Journal of Donghua University(English Edition)》 CAS 2022年第4期408-412,共5页
For improving the evaluative accuracy of thermal protective clothing performance,the estimated methods of thermal response of skin and the human body were comprehensively described and analyzed.This study reviewed the... For improving the evaluative accuracy of thermal protective clothing performance,the estimated methods of thermal response of skin and the human body were comprehensively described and analyzed.This study reviewed the one-dimensional(1D)and multi-dimensional heat transfer models of the skin heat transfer model,including the corresponding heat and moisture transfer.Further,it investigated the influence of moisture transfer in vivo heat transfer.Moreover,the thermo-physiological model with active regulation was analyzed,especially in the local extremes,such as fingers and toes.Additionally,future research trends are discussed in estimating thermal protective performance.In developing the thermal protective model,it is essential to consider the geometric structure,local heat thermoregulation of extremities,and mass transfer inside the skin. 展开更多
关键词 thermal response thermo-physiological model human skin bioheat model mass transfer
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The three-layer model of the thermohaline structure in the shallow seas
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作者 Yang Dianrong Institute of Physical Oceanography ,Ocean University of Qingdao,Qingdao 266003, China 《Acta Oceanologica Sinica》 SCIE CAS CSCD 1993年第3期323-334,共12页
——A three-layer model of the thermohaline structure is developed on the basis of the two -layer model of thermocline. The model is able to simulate the depth,thickness and intensity of both thermocline and halocline... ——A three-layer model of the thermohaline structure is developed on the basis of the two -layer model of thermocline. The model is able to simulate the depth,thickness and intensity of both thermocline and halocline, and the temperature and salinity of both upper layer and lower layer in the shallow seas.Camparison of simulation with data is favorable.Detailed analysis is made on a variety of factors affecting the intensity of the thermocline. 展开更多
关键词 three-layer model THERMOCLINE SHALLOW SEA
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Establishment of Mus Skin Photo-damage Model by 8-MOP plus UVA Irradiation 被引量:1
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作者 梁虹 李家文 张璃 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 2007年第6期742-744,共3页
To establish a simple and reliable animal model of skin photo-damage, 20 mice were treated with 8-MOP and exposed to UVA (UVA 320–400 nm) for 24 h. After irradiation, the structure of the epidermis and dermis, collag... To establish a simple and reliable animal model of skin photo-damage, 20 mice were treated with 8-MOP and exposed to UVA (UVA 320–400 nm) for 24 h. After irradiation, the structure of the epidermis and dermis, collagen fibers, elastic fibers were observed by using HE staining and Weigert technique and compared with the normal controls. The acanthosis and epidemis proliferation with accompanying hyperkeratosis and parakeratosis were observed. Inflammatory infiltration was noted in the dermis. The elastic fibers became coarse, irregularly arranged and clustered, with their number increased. The collagen fibers showed obvious degeneration and some amorphous materials could also be observed. The blood vessels were irregularly dilated and vascular walls were thickened, with infiltration of inflammatory cells. It is concluded that murine photodamage model can be quickly, conveniently and reliably established by means of 8-MOP/UVA. 展开更多
关键词 皮肤损伤 8-MOP 紫外线照射 动物模型
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Influence of Surface Topography on the Tactile Friction of Medical Compression Textiles against a Mechanical Skin Model
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作者 KE Wei DING Xin +1 位作者 HU Ji-yong WANG Ru-bin 《Journal of Donghua University(English Edition)》 EI CAS 2014年第5期572-576,共5页
Influence of surface topography on the tactile friction of medical compression textiles was studied in this paper. The friction behavior was investigated for three kinds of medical textiles with various structures and... Influence of surface topography on the tactile friction of medical compression textiles was studied in this paper. The friction behavior was investigated for three kinds of medical textiles with various structures and compositions by using a textile friction analyzer under dry condition. In order to simulate the contacts of textiles/human finger, a mechanical skin model with similar texture to the skin and applied normal load oflN were selected. Meanwhile, the 3D surface topography of textiles was measured using a digital microscope. The topographical data were analyzed concerning height distribution and material ratio, and the real contact area was estimated as a function of penetration depth. Results showed that the investigated textiles revealed a significant variation on the friction coefficients, which were ( 0.41 ± 0.01 ) ( polyamide, jersey 2 × 2 ), (0.56 ± 0. 01) (cotton, jersey 2×2) and (0. 47 ± 0. 01) (polyamide, jersey 1 × 1 ), respectively. The textile with higher friction coefficient was found to own a relative compact and homogenous surface and larger contact area, vice versa. 展开更多
关键词 surface TOPOGRAPHY MEDICAL compression TEXTILES TACTILE FRICTION MECHANICAL skin model
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Fingertip skin models for analysis of the haptic perception of textiles
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作者 Izabela Luiza Ciesielska-Wrobel Lieva Van Langenhove Katarzyna Grabowska 《Journal of Biomedical Science and Engineering》 2014年第1期1-6,共6页
This paper presents finite element models of the fingertip skin which have been created to simulate the contact of textile objects with the skin to gain a better understanding of the perception of textiles through the... This paper presents finite element models of the fingertip skin which have been created to simulate the contact of textile objects with the skin to gain a better understanding of the perception of textiles through the skin, the so-called hand of textiles. Many objective and subjective techniques have already been developed for analysing the hand of textiles;however, none of them provide exact overall information concerning the sensation of textiles through the skin. As the human skin is a complex heterogeneous hyperelastic body composed of many particles, some simplifications had to be made at the early stage of building the models;however, their utilitarian value was maintained. The models relate only to mechanical loading of the skin. They predict a low deformation of the fingertip skin under the pressure of virtual heterogeneous material: acrylic, coarse wool, and steel. 展开更多
关键词 FINGERTIP skin SENSATION of TEXTILES through the skin skin model FINITE Element model Abaqus CEA 6.10-2.
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3D Numerical Simulation of Epidermal Skin Turnover Process Using a Particle Model
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作者 Katsuya Nagayama Takahiro Uehara +1 位作者 Yasuko Amano Masanori Tanahashi 《Journal of Biosciences and Medicines》 2015年第3期45-49,共5页
Skin is the largest organ of the human body. In recent years, concern regarding the cosmetics area has increased, and research studies on anti-aging therapy or cosmetics have been rapidly conducted. Skin cells are not... Skin is the largest organ of the human body. In recent years, concern regarding the cosmetics area has increased, and research studies on anti-aging therapy or cosmetics have been rapidly conducted. Skin cells are not only changing its shape but also its physical properties during the epidermal skin turnover process. Computational simulation can be useful in further understanding the mechanisms of skin formation. We propose a particle model that can handle complex biological phenomena, including cell interactions and is a suitable method for simulating skin formation. The particle model was applied to simulate three-dimensional skin formation accompanied by proliferation and cornification of skin cells. The simulation results represented and reproduced the epidermal skin turnover phenomenon. 展开更多
关键词 NUMERICAL Simulation skin FORMATION PARTICLE model
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Modelling and Backstepping Motion Control of the Aircraft Skin Inspection Robot
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作者 Junjun Jiang Congqing Wang 《Computer Modeling in Engineering & Sciences》 SCIE EI 2019年第7期105-121,共17页
Aircraft skin health concerns whether the aircraft can fly safely.In this paper,an improved mechanical structure of the aircraft skin inspection robot was introduced.Considering that the aircraft skin surface is a cur... Aircraft skin health concerns whether the aircraft can fly safely.In this paper,an improved mechanical structure of the aircraft skin inspection robot was introduced.Considering that the aircraft skin surface is a curved environment,we assume that the curved environment is equivalent to an inclined plane with a change in inclination.Based on this assumption,the Cartesian dynamics model of the robot is established using the Lagrange method.In order to control the robot’s movement position accurately,a position backstepping control scheme for the aircraft skin inspection robot was presented.According to the dynamic model and taking into account the problems faced by the robot during its movement,a position constrained controller of the aircraft skin inspection robot is designed using the barrier Lyapunov function.Aiming at the disturbances in the robot,we adopt a fuzzy system to approximate the unknown dynamics related with system states.Finally,the simulation results of the designed position constrained controller were compared with the sliding mode controller,and prove the validity of the position constrained controller. 展开更多
关键词 Aircraft skin inspection robot dynamics modelLING BACKSTEPPING CONTROL fuzzy system BARRIER LYAPUNOV function motion CONTROL
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Integrated Organ-on-a-chip with Human-induced Pluripotent Stem Cells Directional Differentiation for 3D Skin Model Generation
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作者 罗章 GONG Chaihong +4 位作者 MAO Xiaowei WANG Zhe LIU Zhifan BEN Yali 张玮莹 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2022年第6期1271-1278,共8页
Keratinocytes and fibroblasts,derived from hiPSCs,were used to construct the human epidermal model by a culture patch made by monolayer poly-(lactic-co-glycolic acid)(PLGA)nanofibers and a human skin-on-a-chip device.... Keratinocytes and fibroblasts,derived from hiPSCs,were used to construct the human epidermal model by a culture patch made by monolayer poly-(lactic-co-glycolic acid)(PLGA)nanofibers and a human skin-on-a-chip device.Unlike the conventional culture dish method,two different epidermal cells are successfully adhered to the front and back sides of the patch,which produces a three-dimensional nanofibrous scaffold similar to a natural extracellular matrix before the patch was cultured in the skin-on-a-chip device to mimic the physiological conditions of human skin.As expected,the differentiated hiPSCs show the expression of keratinocyte-and fibroblast-specific proteins on the patch,and the layering is found between these two kinds of cells,indicating that this approach creates a powerful in vitro system for modeling skin development and diseases. 展开更多
关键词 organ-on-a-chip human-induced pluripotent stem cells 3D skin model direction differentiation
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Deep Learning with Backtracking Search Optimization Based Skin Lesion Diagnosis Model
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作者 C.S.S.Anupama L.Natrayan +4 位作者 E.Laxmi Lydia Abdul Rahaman Wahab Sait Jose Escorcia-Gutierrez Margarita Gamarra Romany F.Mansour 《Computers, Materials & Continua》 SCIE EI 2022年第1期1297-1313,共17页
Nowadays,quality improvement and increased accessibility to patient data,at a reasonable cost,are highly challenging tasks in healthcare sector.Internet of Things(IoT)and Cloud Computing(CC)architectures are utilized ... Nowadays,quality improvement and increased accessibility to patient data,at a reasonable cost,are highly challenging tasks in healthcare sector.Internet of Things(IoT)and Cloud Computing(CC)architectures are utilized in the development of smart healthcare systems.These entities can support real-time applications by exploiting massive volumes of data,produced by wearable sensor devices.The advent of evolutionary computation algorithms andDeep Learning(DL)models has gained significant attention in healthcare diagnosis,especially in decision making process.Skin cancer is the deadliest disease which affects people across the globe.Automatic skin lesion classification model has a highly important application due to its fine-grained variability in the presence of skin lesions.The current research article presents a new skin lesion diagnosis model i.e.,Deep Learning with Evolutionary Algorithm based Image Segmentation(DL-EAIS)for IoT and cloud-based smart healthcare environments.Primarily,the dermoscopic images are captured using IoT devices,which are then transmitted to cloud servers for further diagnosis.Besides,Backtracking Search optimization Algorithm(BSA)with Entropy-Based Thresholding(EBT)i.e.,BSA-EBT technique is applied in image segmentation.Followed by,Shallow Convolutional Neural Network(SCNN)model is utilized as a feature extractor.In addition,Deep-Kernel Extreme LearningMachine(D-KELM)model is employed as a classification model to determine the class labels of dermoscopic images.An extensive set of simulations was conducted to validate the performance of the presented method using benchmark dataset.The experimental outcome infers that the proposed model demonstrated optimal performance over the compared techniques under diverse measures. 展开更多
关键词 Intelligent models skin lesion dermoscopic images smart healthcare internet of things
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3D Face Model Technology for Free-Form Deformation and Skin-Color Change 被引量:1
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作者 Fenhua Wang Ningjuan Shi +1 位作者 Xuegang Gao Zhiliang Wang 《通讯和计算机(中英文版)》 2010年第7期10-15,共6页
关键词 三维人脸 模型技术 自由变形 皮肤颜色 颜色变化 三维扫描仪 面部特征 OPENGL
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Use of Acellular Fish Skin for Dura Repair in an Ovine Model: A Pilot Study
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作者 Hilmar Kjartansson Ingvar Hakon Olafsson +5 位作者 Sigurbergur Karason Hjalti Thorisson Baldur Tumi Baldursson Eggert Gunnarsson Einar Jorundsson Gudmundur Fertram Sigurjonsson 《Open Journal of Modern Neurosurgery》 2015年第4期124-136,共13页
Recently the use of biologic materials as dura mater repair patches has been increasing. The purpose of this study is to assess the basis for efficacy and safety of using a novel fish derived acellular dermis (Kerecis... Recently the use of biologic materials as dura mater repair patches has been increasing. The purpose of this study is to assess the basis for efficacy and safety of using a novel fish derived acellular dermis (Kerecis Omega3 DuraTM). In an ovine model a craniotomy under general anaesthesia was performed. A defect was produced in the dural covering of approximately 1 × 2 cm and closed with an onlay technique, with Kerecis Omega3 Dura. The bone defect was covered with the bony flap and the overlying tissues closed in layers. At 2, 5, 8 and 11 weeks the sheep underwent MRI scanning followed by euthanasia, necropsy and histological assessment. MRI images taken at 2, 5, 8 and 11 weeks showed initially moderate inflammatory response, which diminished over time, and at 11 weeks no evidence of inflammation existed. There was evidence of cerebrospinal fluid leakage at no time point. Necropsy revealed some adhesions at 5 and 8 weeks, in particular at 5 weeks, but at 11 weeks there were no adhesions found. From 2 - 11 weeks, there was evidence of initially an inflammatory reaction followed by neodura formation at the defect site through cellular ingrowth and remodeling of the acellular fish skin. Histology showed a histiocytic foreign body reaction initially that subsided over time. As early as 8 weeks there was evidence of neodura formation and by 11 weeks there was a minimal inflammatory response with an intact neodura formed. In this pilot study the Kerecis Omega3 Dura patches performed in a safe and efficacious manner. This new material needs to be fully assessed and compared with other products that are currently on the market in a larger scale animal study. 展开更多
关键词 Duraplasty DURA REPAIR Piscine ACELLULAR Dermal GRAFT Neurosurgery DURA Mater FISH skin GRAFT ACELLULAR FISH skin Craniotomy Ovine model Dural Defect
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Apple of Sodom (<em>Calatropis procera</em>) Callus Extract, a Novel Skincare Active and Its Biological Activity in Skin Models When Combined with Dead Sea Water
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作者 Meital Portugal-Cohen Eliran Ish-Shalom +3 位作者 Ruben Mallon Patricia Corral Franck Michoux Ze’evi Ma’or 《Journal of Cosmetics, Dermatological Sciences and Applications》 2018年第2期73-91,共19页
Background: Calotropis procera (C. procera), is an authentic plant naturally grown in the flora of Dead Sea region. Despite its toxicity, C. procera presents healing properties. However, it has not been implemented ye... Background: Calotropis procera (C. procera), is an authentic plant naturally grown in the flora of Dead Sea region. Despite its toxicity, C. procera presents healing properties. However, it has not been implemented yet in cosmetics as an active ingredient. Objective: The biological effects of C. procera callus extract on skin were elucidated solely and in combination with Dead Sea water (DSW). Methods: The capability of C. procera extract to protect against skin inflammation and irritation was tested on ex vivo human skin organ culture by LPS and SDS addition respectively. Viability and cytokine secretion were evaluated. The combination of C. procera extract with Dead Sea water was tested on full thickness skin equivalents. Gene expression and relevant biochemical markers for glycolysis, hypoxia and extracellular matrix balance were tested. Results: C. procera extract exhibits a protective biological activity against skin irritation and inflammation at the biochemical level. Furthermore, a combination of C. procera extract and DSW demonstrates a potential contribution for skin wellbeing via enhance energy production, resistance to hypoxia and extracellular matrix balance. Conclusions: Topical application of C. procera callus extract might support skin balance and wellbeing at the molecular level. Hence, it is recommended for new cosmetic formulae as standalone or in combination with Dead Sea water, in the effort to achieve anti-aging bio-activity that is working beyond skin aging symptoms, especially via skin calming effects and skin energy enhancement. 展开更多
关键词 C. procera CALLUS EXTRACT Alternative skin models Inflammation IRRITATION Aging Dead Sea WATER
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Mutual Learning Model for Skin Lesion Classification
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作者 Yanan Wang Haiwei Pan +2 位作者 Bin Yang Xiaofei Bian Qianna Cui 《国际计算机前沿大会会议论文集》 2019年第2期219-222,共4页
Skin lesion classification in the dermoscopy images exerts an enormous function on the improvement of diagnostic performance and reduction of melanoma deaths. This skin lesion classification task remains a challenge. ... Skin lesion classification in the dermoscopy images exerts an enormous function on the improvement of diagnostic performance and reduction of melanoma deaths. This skin lesion classification task remains a challenge. Deep learning requires a lot of training data, and the classification algorithms of skin lesions have certain limitations. These two points make the accuracy of the skin lesion classification needs to be further improved. In this paper, a mutual learning model was presented to separate malignant from benign skin lesions using the skin dataset. This model enabled dual deep convolutional neural networks to mutually learn from each other. Experimental results on the ISIC 2016 Skin Lesion Classification dataset indicate that the mutual learning model obtains the most advanced performance. 展开更多
关键词 skin LESION CLASSIFICATION DEEP LEARNING Mutual LEARNING model
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Validation of the Suitability of Stripped Lipid as a Skin Model in Plasma Medical Investigations
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作者 Joanna Hirschberg Christoph Gerhard +4 位作者 Andrea Braun Stefan Grottker Alexander Krupp Steffen Emmert Wolfgang Viol 《Open Journal of Applied Sciences》 2015年第2期40-49,共10页
In this work, the suitability of lipid stripping as an alternative model of stratum corneum for plasma medical studies was investigated. Plasma treatment experiments were performed on samples prepared by the cyanoacry... In this work, the suitability of lipid stripping as an alternative model of stratum corneum for plasma medical studies was investigated. Plasma treatment experiments were performed on samples prepared by the cyanoacrylat stripping method. Therefore, two different dielectric barrier discharge-based plasma sources driven by high-voltage pulses in the microsecond and nanosecond range were applied. The lipid sample heating, change in pH-value, and the interaction with plasma-induced UV-radiation are presented and discussed with respect to existing findings on skin samples. After the plasma treatment, the lipid stripping shows similar changes compared to human skin relating to sample heating and pH-value. The investigation of the interplay with UV- radiation shows a high absorption in the wavelength range of 250 nm up to 400 nm. Further, the thickness, surface structure, and composition of lipid stripping samples were determined. The stripped sample shows a thickness of 3 ± 1 μm whereby approximately 30% of the sample surface is covered by lipids. In addition, it was shown that there are no changes in structure caused by the sample preparation. Based on the results of this work, it can be stated that lipid stripping represents an appropriate skin model for plasma medical investigations. 展开更多
关键词 Lipid Stripping skin model Plasma Medicine Dielectric Barrier Discharge
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Reconstruction of 3D Skin Model and Its Application in Evaluation the Efficacy of Cosmetic Raw Materials and Active Intredients
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作者 Song Xiaojie Zhou Chunxia +1 位作者 Yao Qifeng Wu Yue 《China Detergent & Cosmetics》 2018年第1期74-79,共6页
Via the use of Mimedisc~? as a scaffold, the normal human dermal fibroblasts were first seeding into the scaffold to form a dermal equivalent after three weeks, and then seeding normal human epidermal keratinocytes on... Via the use of Mimedisc~? as a scaffold, the normal human dermal fibroblasts were first seeding into the scaffold to form a dermal equivalent after three weeks, and then seeding normal human epidermal keratinocytes on it, followed by immersion and air-liquid interphase culture stage, to finally form a 3 D sponge matrix skin model which has a very similar structure of normal human skin(NHS). The results of Masson staining, and immunohistochemistry(IHC), immunofluorescence(IF) staininccg show that this skin model has a very similar structure and key protein expression of NHS. Meanwhile, this model was used as a tool to investigate the effect of Himalaya cedar extract on Dermal-Epidermal Junction(DEJ) in vitro. Results show that the Himalayan cedar extract can significantly increase the thickness of the epidermis, thus increase the barrier capacity of the skin to resist external environment. Further, this Himalaya cedar extract can promote the expressions of Laminin 5 and Collagen VII of DEJ. The expressions of the Laminin 5 and Collagen VII increased 20% and 47% respectively.So the Himalaya cedar extract displays the potential to be applied in development of anti-aging cosmetics. 展开更多
关键词 化妆品 纤维细胞 产品介绍 生产工艺
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基于单视图的带纹理三维人体网格参数化重建
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作者 邢燕 徐冬 +1 位作者 洪沛霖 檀结庆 《合肥工业大学学报(自然科学版)》 CAS 北大核心 2024年第3期347-353,共7页
针对计算机视觉中的三维人体重建问题,文章提出一种端到端的的网络框架,在三维和二维混合监督下,从单幅彩色图像重建带纹理信息的精准三维人体网格。使用4个编码器分别提取形状姿态特征、纹理特征、光照参数和像机参数,得到的图像特征... 针对计算机视觉中的三维人体重建问题,文章提出一种端到端的的网络框架,在三维和二维混合监督下,从单幅彩色图像重建带纹理信息的精准三维人体网格。使用4个编码器分别提取形状姿态特征、纹理特征、光照参数和像机参数,得到的图像特征被送入三维回归模块,迭代推断出三维人体参数;纹理参数送入纹理解码器网络得到纹理图;学习到的人体参数可转化为三维人体网格;对于损失函数的设置,预测的人体网格顶点与真实顶点的差值用来进行三维监督;通过预测的像机参数、光照参数和纹理计算二维渲染损失;通过三维关节投射得到的二维关节与图像上的二维关节真值计算二维关节重投影损失;生成对抗网络的鉴别器使得渲染图像更加真实。该文方法与现有的三维人体重建方法相比具有竞争力,而且重建的三维人体网格带有纹理信息。 展开更多
关键词 三维人体重建 深度学习 蒙皮多人线性(SMPL)模型 形状姿态 纹理
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基于生理参数的关节局部热感觉预测方法
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作者 何志强 殷勇高 +1 位作者 赵兴旺 陈鑫 《暖通空调》 2024年第5期117-123,共7页
随着生活水平的提高,越来越多的人注重局部热舒适,尤其是关节部位的热感觉。生理参数和环境参数分别是影响人体热感觉投票(TSV)的直接内在因素和外在因素。现有基于生理参数和环境参数建立的局部热感觉模型可以实现对局部位置热感觉的预... 随着生活水平的提高,越来越多的人注重局部热舒适,尤其是关节部位的热感觉。生理参数和环境参数分别是影响人体热感觉投票(TSV)的直接内在因素和外在因素。现有基于生理参数和环境参数建立的局部热感觉模型可以实现对局部位置热感觉的预测,但对关节局部热感觉的预测精度不高。因此,本文首先基于局部皮肤温度建立了适用于关节部位的局部热感觉模型,并引入皮肤电反应(GSR)和决策树模型,以提高局部热感觉模型的预测精度。结果表明:基于局部皮肤温度、GSR构建的局部热感觉模型可以预测关节等局部敏感位置的TSV,采用的决策树方法可用于判定预测值和实际值之间偏差量的修正方向。当模型预测值和TSV实际值之间偏差在±0.5以内时,平均预测准确率在80%以上;引入GSR修正项模型的预测结果比仅采用单一局部皮肤温度构建的模型预测准确率提高了9.1%。该模型可准确预测关节局部热感觉,从而提高人体局部的热舒适性。 展开更多
关键词 热感觉投票 局部热感觉模型 生理参数 皮肤电反应 决策树模型 关节
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基于物理方法的皮肤创伤动物模型构建及评价指标研究进展
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作者 欧雪 余志杰 +1 位作者 何瑶 郑晓媛 《中国实验动物学报》 CAS CSCD 北大核心 2024年第1期128-138,共11页
皮肤创伤已成为全球性公共问题,尤其是慢性伤口的难愈合严重影响了患者的健康生活。目前,物理方法构建皮肤创伤动物模型是研究皮肤创面的主要方法,而不同的皮肤创伤动物模型其生物学特点不同。因此,本文通过检索Pubmed、中国知网近5年... 皮肤创伤已成为全球性公共问题,尤其是慢性伤口的难愈合严重影响了患者的健康生活。目前,物理方法构建皮肤创伤动物模型是研究皮肤创面的主要方法,而不同的皮肤创伤动物模型其生物学特点不同。因此,本文通过检索Pubmed、中国知网近5年与皮肤创伤动物模型构建的相关资料,以小鼠、大鼠、其他动物的皮肤创伤模型进行分类,总结并分析了基于物理方法的皮肤创伤动物模型的构建方法及评价指标,并评价不同动物模型的优缺点,旨在对皮肤创伤动物模型的合理构建及药物的研究开发提供思路。 展开更多
关键词 物理方法 皮肤创伤 模型构建 评价指标
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