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Associations of PNPLA3 and LEP genetic polymorphisms with metabolic-associated fatty liver disease in Thai people living with human immunodeficiency virus
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作者 Kanuengnit Choochuay Punna Kunhapan +6 位作者 Apichaya Puangpetch Sissades Tongsima Pornpen Srisawasdi Abhasnee Sobhonslidsuk Somnuek Sungkanuparph Mohitosh Biswas Chonlaphat Sukasem 《World Journal of Hepatology》 2024年第3期366-378,共13页
BACKGROUND The prevalence of metabolic-associated fatty liver disease(MAFLD)is a growing public health issue in people living with human immunodeficiency virus(PLWH).However,the pathophysiology of MAFLD is still unkno... BACKGROUND The prevalence of metabolic-associated fatty liver disease(MAFLD)is a growing public health issue in people living with human immunodeficiency virus(PLWH).However,the pathophysiology of MAFLD is still unknown,and the role of genetic variables is only now becoming evident.AIM To evaluate the associations of gene-polymorphism-related MAFLD in PLWH.METHODS The study employed transient elastography with a controlled attenuation parameter≥248 dB/m to identify MAFLD in patients from a Super Tertiary Hospital in central Thailand.Candidate single-nucleotide polymorphisms(SNPs)were genotyped using TaqMan®MGB probe 5'nuclease assays for seven MAFLD-related genes.Statistical analyses included SNP frequency analysis,Fisher's Exact and Chi-square tests,odds ratio calculations,and multivariable logistic regression.RESULTS The G-allele carriers of PNPLA3(rs738409)exhibited a two-fold rise in MAFLD,increasing by 2.5 times in MAFLD with human immunodeficiency virus infection.The clinical features and genetic patterns imply that LEP rs7799039 A-allele carriers had a nine times(P=0.001)more significant chance of developing aberrant triglyceride among PLWH.CONCLUSION The current study shows an association between PNPLA3 rs738409 and LEP rs7799039 with MAFLD in PLWH. 展开更多
关键词 PNPLA3 LEP Metabolic-associated fatty liver disease people living with HIV THAI
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For People's Right to Safety Of Lives and Health——On development of health-related human rights in China
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作者 OUR STAFF REPORTER 《The Journal of Human Rights》 2003年第5期4-7,共4页
Medical and health work constitutes the prerequisite to protection of the people's right to safety of lives and health. Over the past decades, the Chinese Government has spared no effort in this regard and, as a r... Medical and health work constitutes the prerequisite to protection of the people's right to safety of lives and health. Over the past decades, the Chinese Government has spared no effort in this regard and, as a result, the Chinese people's health has significantly improved. In the nationwide fight against the SARS (severe acute respiratory syndrome) epidemic in the first half of 2003, the Government placed the health of the Chinese people and the safety of their lives above everything else. With a huge input of human, financial and material resources, the country won a decisive victory over the epidemic. Following is the full text of an interview by Human Rights with Gao Qiang, executive vice-minister of the Ministry of Health, on China's medical and health work and how it is related to protection of human rights. 展开更多
关键词 of as is it for For people’s Right to safety Of lives and Health On development of health-related human rights in China in
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Hepatitis C virus eradication in people living with human immunodeficiency virus:Where are we now?
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作者 Anna Maria Spera Pasquale Pagliano Valeria Conti 《World Journal of Hepatology》 2024年第5期661-666,共6页
Hepatitis C virus(HCV)/human immunodeficiency virus(HIV)co-infection still involves 2.3 million patients worldwide of the estimated 37.7 million living with HIV,according to World Health Organization.People living wit... Hepatitis C virus(HCV)/human immunodeficiency virus(HIV)co-infection still involves 2.3 million patients worldwide of the estimated 37.7 million living with HIV,according to World Health Organization.People living with HIV(PLWH)are six times greater affected by HCV,compared to HIV negative ones;the greater prevalence is encountered among people who inject drugs and men who have sex with men:the risk of HCV transmission through sexual contact in this setting can be increased by HIV infection.These patients experience a high rate of chronic hepatitis,which if left untreated progresses to end-stage liver disease and hepato-cellular carcinoma(HCC)HIV infection increases the risk of mother to child vertical transmission of HCV.No vaccination against both infections is still available.There is an interplay between HIV and HCV infections.Treatment of HCV is nowadays based on direct acting antivirals(DAAs),HCV treatment plays a key role in limiting the progression of liver disease and reducing the risk of HCC development in mono-and coinfected individuals,especially when used at an early stage of fibrosis,reducing liver disease mortality and morbidity.Since the sustained virological response at week 12 rates were observed in PLWH after HCV eradication,the AASLD has revised its simplified HCV treatment algorithm to also include individuals living with HIV.HCV eradication can determine dyslipidemia,since HCV promotes changes in serum lipid profiles and may influence lipid metabolism.In addition to these apparent detrimental effects on the lipid profile,the efficacy of DAA in HCV/HIV patients needs to be considered in light of its effects on glucose metabolism mediated by improvements in liver function.The aim of the present editorial is to describe the advancement in HCV treatment among PLWH. 展开更多
关键词 HEPATITIs people living with human immunodeficiency virus Direct acting antivirals Highly active antiretroviral therapy CO-INFECTION
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Attitudes Toward People Who Stutter in the Chinese Context: An Exploratory Study on the Impact of Knowledge Sources
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作者 Ran AN Judith D.OXLEY John A.TETNOWSKI 《Chinese Journal of Applied Linguistics》 2024年第4期591-611,687,共22页
The public’s attitudes can affect the experience of stuttering of people who stutter.This study investigated the attitudes held by the public about people who stutter in China.A web-based written survey with closed a... The public’s attitudes can affect the experience of stuttering of people who stutter.This study investigated the attitudes held by the public about people who stutter in China.A web-based written survey with closed and open-ended questions was implemented to develop a rich understanding.One hundred and two respondents in 26 provinces and 3 municipalities provided comments on people who stutter in their life aspects such as personality,speech,social life,work,life participation,education,dating and marriage,capability,and communication skills.The predominantly negative attitudes towards the overall domains were identified.Attitudes to people who stutter varied according to the different sources of knowledge.Familiarity with people who stutter might reduce stereotypes.However,knowledge from the media might aggravate stereotypes.Implications and future research orientation were also discussed. 展开更多
关键词 public’s attitudes people who stutter personality communication skills FAMILIARITY media
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Strengthening Active Aging through Older People’s Association and Economic Activity of the Older People in Nepal
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作者 Hom Nath Chalise James Brightman 《Advances in Aging Research》 CAS 2024年第2期15-24,共10页
Aging is a natural lifelong process ending in death. Many older people are living in poverty. Older people are generally considered dependent on others as they grow older. The purpose of this article is to explore the... Aging is a natural lifelong process ending in death. Many older people are living in poverty. Older people are generally considered dependent on others as they grow older. The purpose of this article is to explore the entrepreneurship activities of Nepalese older adults. Data for this study were collected from the project Help Age International (HAI) implemented in Nepal. Qualitative data observations and interviews were used to collect data. The findings of this study show the formation of the Older People’s Association (OPA) has supported many older people to participate outside the home in various social activities. Moreover, regular deposits through OPAs offer little help. OPAs support older people in their need of financial support to implement minor entrepreneurship. Older people who received support were pleased and were actively involved in their activities and also regularly deposited money in them. Subsequently, older people’s participation in social activities has increased and also helped to lower elderly abuse, loneliness, and depression. Local governments should promote such activities which will help with healthy aging. 展开更多
关键词 Aging in Nepal Active Aging Older people’s Association Older people Healthy Aging
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A Study of the People’s Nature in Woodcuts During the Anti-Japanese War in Shanxi
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作者 ZHANG Tong-yuan 《Journal of Literature and Art Studies》 2024年第11期1032-1040,共9页
The anti-Japanese woodcuts focus on the red revolutionary culture and describe the connotation of the Anti-Japanese War era,which is self-evident in the commemorative value of China’s revolutionary struggle history.F... The anti-Japanese woodcuts focus on the red revolutionary culture and describe the connotation of the Anti-Japanese War era,which is self-evident in the commemorative value of China’s revolutionary struggle history.For example,in Shanxi,China,woodcut art activities and social practice promotion activities organized around the theme of the Anti-Japanese War are also everywhere,which all show the people’s nature of the Chinese people during the revolutionary struggle from the two aspects of the red culture of the Anti-Japanese War and traditional art and culture,and its humanistic connotation is quite profound.In this paper,we first introduce the historical origin of woodcut during the Anti-Japanese War,and then show the people’s value connotation of woodcut art activities in Shanxi.This paper mainly discusses the image narration,language and picture narration and construction significance of woodcuts in Shanxi’s War of Resistance,fully reveals the narrative nature of image media,strives to arouse people’s recognition of this period of Shanxi’s War of Resistance culture and history,and reflects the realistic value and significance of Shanxi’s War of Resistance Woodcuts art activities. 展开更多
关键词 people’s nature shanxi anti-Japanese woodcarving image media narrative synergistic effect construction significance humanistic cultural identity
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Historical review and reflections on the participation of acupuncture and moxibustion in the treatment of epidemics in the People’s Republic of China (from 1950 until now)
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作者 Xiong Xiao 《History & Philosophy of Medicine》 2024年第3期1-5,共5页
Since the establishment of the People’s Republic of China, both the Communist Party and the government have placed great emphasis on the advancement of traditional Chinese medicine. Acupuncture and moxibustion have b... Since the establishment of the People’s Republic of China, both the Communist Party and the government have placed great emphasis on the advancement of traditional Chinese medicine. Acupuncture and moxibustion have been actively involved in combating major epidemics such as malaria, schistosomiasis, and COVID-19. This article conducts a historical review of these three significant cases to elucidate how the acupuncture community has effectively utilized its unique advantages and characteristics through theoretical discussions, clinical practices, experimental research, as well as receiving administrative leadership and political support from the Communist Party of China and government. We provide an objective evaluation of their effectiveness while summarizing historical experiences to serve as a reference for future utilization of acupuncture and moxibustion therapy in epidemic relief efforts. Additionally, propose four suggestions: strengthening Party leadership and enhancing political support;timely summarization of experiences to establish programs and systems;deepening scientific research by integrating experimental findings with clinical practice;focusing on public awareness campaigns and education to solidify grassroots foundations. 展开更多
关键词 acupuncture and moxibustion the people’s Republic of China EPIDEMICs MALARIA sCHIsTOsOMIAsIs COVID-19
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Liver Transplantation (in Chinese), revised edition, Edited by Shu-Sen Zheng. Pp843. Beijing: People's Medical Publishing House, 2012. ISBN: 978-7-117-15494-9/R.15495. ¥RMB 158 被引量:3
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《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS 2012年第6期649-649,共1页
Liver Transplantation (in Chinese), revised edition, edited by Professor Shu-Sen Zheng and prefaced by Professor Guo-Wei Sang, has just been published. The revised edition is mainly based on the clinical practice of t... Liver Transplantation (in Chinese), revised edition, edited by Professor Shu-Sen Zheng and prefaced by Professor Guo-Wei Sang, has just been published. The revised edition is mainly based on the clinical practice of the Liver Transplant Center, the First Affiliated Hospital, Zhejiang University and the experience 展开更多
关键词 in Chinese BEIJING Edited by shu-sen Zheng people’s Medical Publishing House Pp843 R.15495 RMB 158
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Solid Waste Management Challenges and Its Impacts on People’s Livelihood, Case of Kinyinya in Kigali City
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作者 Akimanizanye Victoire Nsanzumukiza Vincent Martin +2 位作者 Maniragaba Abias Uwayo Pacifique Mucyo Jean Claude 《Journal of Geoscience and Environment Protection》 2020年第6期82-96,共15页
The main intention of this study was to assess the solid waste management challenges and their impacts on people’s livelihood. Specifically, the study evaluated the methods and techniques used for waste collection, t... The main intention of this study was to assess the solid waste management challenges and their impacts on people’s livelihood. Specifically, the study evaluated the methods and techniques used for waste collection, transportation and deposit to the landfill by households, and companies in Kinyinya sector. A survey was conducted to collect data from household, waste collection company and field. Household waste collection, transportation and deposit illustrated different challenges which impede the sustainable treatment and disposal of waste. Findings pointed out poor deposit of wastes, failure to pay waste collection fees, poor assessment before selecting waste landfill and poor working condition of companies in charge of waste collection, transportation as the major challenges toward waste management in Kinyinya. The findings illustrated that only 33.25% of households separated decay from undecayed waste and 66.75% couldn’t perform such activities. The findings indicated that members of some households suffered waste borne diseases from poor waste management. The linear correlation coefficient has shown 84.5% of correlation level between waste management challenges and people’s livelihood (r = 0.845) and this correlation is statistically significant. Thus, poor waste management is one among factors of poor people’s livelihood. The adaptation of segregation of waste at the household, strengthening company capacity and training workers at the landfill would save life and reduce exposure of both household and landfill workers. 展开更多
关键词 solid Waste Management Challenges Waste Borne Disease people’s liveli-hood
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China's Human Rights Construction Centers on People's Livelihood 被引量:1
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作者 LUO HAOCAI 《The Journal of Human Rights》 2014年第1期2-5,共4页
1. Concept of People's Livelihood in Traditional Chinese Culture The concept of human rights was borrowed from the West. In order to have it become rooted in China, people needed to find traces in Chinese culture on ... 1. Concept of People's Livelihood in Traditional Chinese Culture The concept of human rights was borrowed from the West. In order to have it become rooted in China, people needed to find traces in Chinese culture on which the human rights theoretical system could be based and the Chinese human rights idea could be realized. 展开更多
关键词 CPC China’s Human Rights Construction Centers on people’s livelihood
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A VISIT TO WHERE Moinba People Live
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作者 NAMGYI GARMA DORJE 《China's Tibet》 2001年第2期14-15,共2页
关键词 A VIsIT TO WHERE Moinba people live
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For a Legal Guarantee to Improve People’s Livelihood and Protect Human Rights——Thoughts on policy concerning Social Insurance Law (draft)
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作者 NIU YOUNING 《The Journal of Human Rights》 2010年第4期29-31,共3页
The People's Republic of China Social Insurance Law (draft) has undergone three readings at the Standing Committee of the National People's Congress. The Law, once promulgated, will be of great significance to imp... The People's Republic of China Social Insurance Law (draft) has undergone three readings at the Standing Committee of the National People's Congress. The Law, once promulgated, will be of great significance to implementation of the constitutional principle of "respecting and protecting human rights." It will help regulate the various social insurance relationships and the rights and obligations of the parties involved. 展开更多
关键词 For a Legal Guarantee to Improve people Thoughts on policy concerning social DRAFT s livelihood and Protect Human Rights
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Comfortable Housing-the Essence of a People’s Livelihood-An Interview with Jampa Phuntsok,the Chairman of the Government of TAR
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作者 Zhou Aiming 《China's Tibet》 2008年第3期4-14,共11页
In the 1^(st) Session of the 9^(th) People's Congress of e Tibet Autonomous Region (TAR),held on nuary 22,2008,Mr.Jampa Phuntsok was again ted Chairman of the Tibetan Government.There is no doubt that the election... In the 1^(st) Session of the 9^(th) People's Congress of e Tibet Autonomous Region (TAR),held on nuary 22,2008,Mr.Jampa Phuntsok was again ted Chairman of the Tibetan Government.There is no doubt that the election outcome demonstrates once more that the population of over 2.8 million Tibetans ac- knowledges the achievements of the preceding leadership. Not surprisingly,in this five-year administrative 展开更多
关键词 Comfortable Housing-the Essence of a people’s livelihood-An Interview with Jampa Phuntsok the Chairman of the Government of TAR In
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People’s Daily对我国应对新冠疫情的报道研究 被引量:2
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作者 连少英 王清雨 《青年记者》 北大核心 2021年第4期53-55,共3页
本文用定量与定性相结合的研究方法构建了《人民日报》英文版People’s Daily对我国应对新冠肺炎疫情报道的语料库,从新闻文本、话语实践、社会实践三个维度对其进行批评性话语分析,发现其中或明或暗的意识形态、不甚清晰的权力结构以... 本文用定量与定性相结合的研究方法构建了《人民日报》英文版People’s Daily对我国应对新冠肺炎疫情报道的语料库,从新闻文本、话语实践、社会实践三个维度对其进行批评性话语分析,发现其中或明或暗的意识形态、不甚清晰的权力结构以及政治控制等话语特征,并在此基础上得出相关结论,提出相关建议。 展开更多
关键词 新冠肺炎疫情 people’s Daily 批评性话语分析
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Study on Water Consumption Coefficient of People's Living and Its Regional Disparity in the North of China 被引量:1
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作者 Wang Jing’ai 1-3, Mao Rui 3,4, Yang Mingchuan 3,4 & Zhou Junju 11 College of Geography & Remote Sensing 2 Key Laboratory of Regional Geography of Beijing Normal University +1 位作者 3 Key Laboratory of Environmental Change and Natural Disaster of Ministry of Education of China 4 College of Resources Science & Technology, Beijing Normal University, Beijing 100875, China 《Chinese Journal of Population,Resources and Environment》 北大核心 2005年第2期20-26,共7页
By employing the information-reshufflingmethod that integrates census data, precipitation dataand inquiry data of water consumption, this paperdiscusses 5 (water consumption coefficient of people’sliving) in allusion... By employing the information-reshufflingmethod that integrates census data, precipitation dataand inquiry data of water consumption, this paperdiscusses 5 (water consumption coefficient of people’sliving) in allusion to different precipitation zones anddifferent periods of time. The study shows that 5-(water consumption coefficient of urban people’sliving), 5. (water consumption coefficient of ruralpeople’s living) and increase with time passing, andthe increasing extent of 5 is 1.84, 2.62, 2.84 and 2.68times respectively from the west to the east, whichresults from the total quantity of water resources andthe speed of urbanization. 5- and 5. of eachprecipitation zone increased with 5- increasing morequickly than 5., and the difference between the twoalso increased when time passed. In the past fifty years(1950-2000), the increasing extent of 5- was 1.71,2.96, 2.41 and 2.33 times respectively from the westto the east, in which 200-400mm precipitation zoneincreased more than others. Meanwhile the increasingextent of 5. is 1.55, 1.60, 1.53 and 1.64 timesrespectively from the west to the east with eachprecipitation zone increasing similarly. The change of5-is due to the speed of urbanization and the stabilityof water resources. This study provides basis forcalculating the water demand of people’s living andrevealing the impact of water demand of people’s livingon ecological drought in different zones. 展开更多
关键词 The north of China precipitation zone water consumption coefficient of people’s living
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Simulation of people's evacuation in tunnel fire 被引量:5
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作者 杨高尚 彭立敏 +1 位作者 张进华 安永林 《Journal of Central South University of Technology》 EI 2006年第3期307-312,共6页
The simulation model Tunev(tunnel evacuation) was developed for people's evacuation in tunnel fire. It contains simple database of the people's behavioral reaction and structure characteristic parameters of tunnel... The simulation model Tunev(tunnel evacuation) was developed for people's evacuation in tunnel fire. It contains simple database of the people's behavioral reaction and structure characteristic parameters of tunnel fireproofing. The model can be used to calculate the total evacuation time in various scenes when fire occurs in the different locations of the tunnel. Combined with fire simulation soft ware CFD- POENICS3.5, Tunev model can be used to calculate the fire danger coming time; by comparing with these two kinds of time, it can be used to assess the safety of the evacuation, and the evacuation process also have a dynamic demo. The simulation results show that the Tunev model can be used to predict the reliability of safe evacuation for people in tunnel fire and provide references for people's safe escape scheme. Some relevant concepts of the model were described and an evacuation simulation of a typical tunnel case, i.e. Xuefeng Mountain Tunnel was performed by using this model. And the model's validation and actual aoolication were also described. 展开更多
关键词 tunnel fire peoples evacuation simulation model
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The Role of Library and Information Science Education in the Development of Community Health Information Services for People Living with HIV/AIDS: Perspectives of Directors and Managers of Public Libraries 被引量:2
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作者 Bharat Mehra Adrienne Dessel 《World Journal of AIDS》 2011年第3期78-87,共10页
This article identifies the role of library and information science (LIS) education in the development of community health information services for people living with HIV/AIDS (PLWHA). Preliminary findings are present... This article identifies the role of library and information science (LIS) education in the development of community health information services for people living with HIV/AIDS (PLWHA). Preliminary findings are presented from semi- structured qualitative interviews that were conducted with eleven directors and managers of local branches in the Knox County Public Library (KCPL) System that is located in the East Tennessee region in the United States. Select feedback reported by research participants is summarized in the article about strategies in LIS education that can help local public librarians and others in their efforts to become more responsive information providers to PLWHA. Research findings help better understand the issues and concerns regarding the development of digital and non-digital health information services for PLWHA in local public library institutions. 展开更多
关键词 people LIVING with HIV/AIDs PLWHA PUBLIC LIBRARY Directors and MANAGERs Community Health Information services
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Intelligent Video Surveillance System for Elderly People Living Alone Based on ODVS 被引量:3
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作者 Yiping Tang Baoqing Ma Hangchen Yan 《Advances in Internet of Things》 2013年第2期44-52,共9页
Intelligent video surveillance for elderly people living alone using Omni-directional Vision Sensor (ODVS) is an important application in the field of intelligent video surveillance. In this paper, an ODVS is utilized... Intelligent video surveillance for elderly people living alone using Omni-directional Vision Sensor (ODVS) is an important application in the field of intelligent video surveillance. In this paper, an ODVS is utilized to provide a 360° panoramic image for obtaining the real-time situation for the elderly at home. Some algorithms such as motion object detection, motion object tracking, posture detection, behavior analysis are used to implement elderly monitoring. For motion detection and object tracking, a method based on MHoEI(Motion History or Energy Images) is proposed to obtain the trajectory and the minimum bounding rectangle information for the elderly. The posture of the elderly is judged by the aspect ratio of the minimum bounding rectangle. And there are the different aspect ratios in accordance with the different distance between the object and ODVS. In order to obtain activity rhythm and detect variously behavioral abnormality for the elderly, a detection method is proposed using time, space, environment, posture and action to describe, analyze and judge the various behaviors of the elderly in the paper. In addition, the relationship between the panoramic image coordinates and the ground positions is acquired by using ODVS calibration. The experiment result shows that the above algorithm can meet elderly surveillance demand and has a higher recognizable rate. 展开更多
关键词 Intelligent surveillance ELDERLY people LIVING ALONE ODVs MHoEI Algorithm POsE Detection ABNORMAL Behavior Recognition
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Climate change impact in the Western Himalaya:people's perception and adaptive strategies 被引量:2
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作者 Vikram S.Negi Rakesh K.Maikhuri +2 位作者 Dalbeer Pharswan Shinny Thakur Pitamber P.Dhyani 《Journal of Mountain Science》 SCIE CSCD 2017年第2期403-416,共14页
The Himalaya represents a vast mountain system and globally valued for its significant role in regulation of global as well as regional climate that has direct impact on biodiversity and ecosystem services crucial for... The Himalaya represents a vast mountain system and globally valued for its significant role in regulation of global as well as regional climate that has direct impact on biodiversity and ecosystem services crucial for sustenance of millions of people in Himalaya and adjoining areas. However, mountain regions worldwide are impacted by climate change and at the same time represent distinctive area for the assessment of climate related impacts. Climate change impacts in Himalayan region have its implications on food production, natural ecosystems,retreat of glacier, water supply, human and animal health and overall human well being. The livelihood and food security of the people inhabited in region largely depend on climate sensitive sectors i.e.agriculture, livestock, forestry and their interlinkages with each other, and has the potential to break down food and nutritional security as well as livelihood support systems. People's perception and understanding of climate can be an important asset when it comes to adaptation to climate change impact;however it is not taken into consideration for the development of policy design and implementation of modern mitigation and adaptation strategies by governments and other civil society organizations.The knowledge of local people and farming communities for rural landscape management and sustainable use of bioresources is gaining credence as a key strategy to cope up with the climate change.Therefore, the present study analyzes the indigenous knowledge of local people and their perceptions on climate change, and also documented adaptation approaches at local level in mountain ecosystem of western Himalaya. The study could be useful to policy makers to design appropriate adaptation strategies to cope up with the impacts of climate change. 展开更多
关键词 Western Himalaya Climate change peoples perception Traditional knowledge ADAPTATION
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Deep Transfer Learning-Enabled Activity Identification and Fall Detection for Disabled People 被引量:1
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作者 Majdy M.Eltahir Adil Yousif +6 位作者 Fadwa Alrowais Mohamed K.Nour Radwa Marzouk Hatim Dafaalla Asma Abbas Hassan Elnour Amira Sayed A.Aziz Manar Ahmed Hamza 《Computers, Materials & Continua》 SCIE EI 2023年第5期3239-3255,共17页
The human motion data collected using wearables like smartwatches can be used for activity recognition and emergency event detection.This is especially applicable in the case of elderly or disabled people who live sel... The human motion data collected using wearables like smartwatches can be used for activity recognition and emergency event detection.This is especially applicable in the case of elderly or disabled people who live self-reliantly in their homes.These sensors produce a huge volume of physical activity data that necessitates real-time recognition,especially during emergencies.Falling is one of the most important problems confronted by older people and people with movement disabilities.Numerous previous techniques were introduced and a few used webcam to monitor the activity of elderly or disabled people.But,the costs incurred upon installation and operation are high,whereas the technology is relevant only for indoor environments.Currently,commercial wearables use a wireless emergency transmitter that produces a number of false alarms and restricts a user’s movements.Against this background,the current study develops an Improved WhaleOptimizationwithDeep Learning-Enabled Fall Detection for Disabled People(IWODL-FDDP)model.The presented IWODL-FDDP model aims to identify the fall events to assist disabled people.The presented IWODLFDDP model applies an image filtering approach to pre-process the image.Besides,the EfficientNet-B0 model is utilized to generate valuable feature vector sets.Next,the Bidirectional Long Short Term Memory(BiLSTM)model is used for the recognition and classification of fall events.Finally,the IWO method is leveraged to fine-tune the hyperparameters related to the BiLSTM method,which shows the novelty of the work.The experimental analysis outcomes established the superior performance of the proposed IWODL-FDDP method with a maximum accuracy of 97.02%. 展开更多
关键词 Fall detection disabled people deep learning improved whale optimization assisted living
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