检索结果-南通市图书馆

Performance Analysis of Support Vector Machine (SVM) on Challenging Datasets for Forest Fire Detection

International Journal of Communications, Network and System Sciences 2024年第2期17卷 11-29页

作者： Ankan Kar nirjhar nath Utpalraj Kemprai Aman Department of Computer Science Chennai Mathematical Institute Chennai India Department of Mathematics & Computer Science Chennai Mathematical Institute Chennai India Department of Data Science Chennai Mathematical Institute Chennai India

This article delves into the analysis of performance and utilization of Support Vector Machines (SVMs) for the critical task of forest fire detection using image datasets. With the increasing threat of forest fires to ecosystems and human settlements, the need for rapid and accurate detection systems is of utmost importance. SVMs, renowned for their strong classification capabilities, exhibit proficiency in recognizing patterns associated with fire within images. By training on labeled data, SVMs acquire the ability to identify distinctive attributes associated with fire, such as flames, smoke, or alterations in the visual characteristics of the forest area. The document thoroughly examines the use of SVMs, covering crucial elements like data preprocessing, feature extraction, and model training. It rigorously evaluates parameters such as accuracy, efficiency, and practical applicability. The knowledge gained from this study aids in the development of efficient forest fire detection systems, enabling prompt responses and improving disaster management. Moreover, the correlation between SVM accuracy and the difficulties presented by high-dimensional datasets is carefully investigated, demonstrated through a revealing case study. The relationship between accuracy scores and the different resolutions used for resizing the training datasets has also been discussed in this article. These comprehensive studies result in a definitive overview of the difficulties faced and the potential sectors requiring further improvement and focus.

关键词： Support Vector Machine Challenging Datasets Forest Fire Detection Classification

来源：

维普期刊数据库评论

在线全文

维普期刊数据库

学校读者我要写书评

暂无评论

Reliability assessment of three-dimensional bearing capacity of shallow foundation using fuzzy set theory

引用

Frontiers of Structural and Civil Engineering 2021年第2期15卷 478-489页

作者： Rajarshi PRAMANIK Dilip Kumar BAIDYA nirjhar DHANG Department of Civil Engineering Indian Institute of Technology KharagpurKharagpur 721302India

The aim of this study is to investigate the applicability of reliability theory on surface square/rectangular footing against bearing capacity failure using fuzzy set theory in conjunction with the finite element *** is modeled as a three-dimensional spatially varying medium,where its parameters(cohesion,friction angle,unit weight,etc.)are considered as fuzzy variables that maintain some membership *** is idealized as an elastic-perfectly plastic material obeying the Mohr-Coulomb failure criterion,where both associated and non-associated flow rules are considered in estimating the ultimate bearing capacity of the *** spatial variability of the soil is incorporated for both isotropic and anisotropic fields,which are determined by the values of scales of fluctuation in both the horizontal and vertical directions.A new parameter namely,limiting applied pressure at zero failure probability is proposed,and it indirectly predicts the failure probability of the *** effect of the coefficient of variation of the friction angle of the soil on the probability of failure is analyzed,and it is observed that the effect is ***,the effect of the scale of fluctuation on the probability of failure is investigated,and the necessity for considering spatial variability in the reliability analysis is well proven.

关键词： finite element method square footing reliability analysis fuzzy set theory coefficient of variation spatial variability

来源：

维普期刊数据库

同方期刊数据库评论

在线全文

学校读者我要写书评

暂无评论

Genetic variation in relation to adaptability of three mangrove species from the Indian Sundarbans assessed with RAPD and ISSR markers

引用

Journal of Forestry Research 2018年第2期29卷 300-309页

作者： nirjhar Dasgupta Paramita Nandy Chandan Sengupta Sauren Das Agricultural and Ecological Research Unit Indian Statistical Institute Deaprtment of Botany Sister Nibedita Government General Degree College for Girls' Department of Botany University of Kalyani

Rich genetic polymorphism is important for plants to adapt to changes because it enables the plant to make anatomical,physiological and biochemical changes in response to abiotic *** characteristics,demographic interference and a cumulative decrease in freshwater influx in the Indian Sundarbans region have proved detrimental to some economically important *** this study,genetic polymorphism of three mangrove species,Xylocarpus granatum,Excoecaria agallocha,and Phoenix paludosa,was assessed using RAPD and ISSR molecular ***,already in distress in the Sundarbans,had the least genetic polymorphism,14.56%in the RAPD analysis and 12.92% in the *** higher genetic polymorphism was recorded for the profusely growing *** and ***: 24.66 and26.4% in RAPD; 24.87 and 20.32% in ISSR analysis respectively.A UPGMA dendrogram constructed using the similarity matrix from RAPD,ISSR and combined datashowed that for ***,the least and highest salinity zones clustered together,whereas for *** and ***,higher and lower salinity areas clustered in different ***’s genetic diversity,calculated from RAPD and ISSR data,was also in accordance with 0.0637 and 0.0583 for ***,respectively,much lower than0.0794 and 0.0818 for *** and 0.0799 and 0.0688 for *** opposing degree of polymorphism might be attributed to the profusely growing *** and *** and precarious status of *** throughout the Indian Sundarbans.

关键词： Polymorphism ISSR Mangrove RAPD Sundarbans

来源：

维普期刊数据库

同方期刊数据库评论

在线全文

学校读者我要写书评

暂无评论

Regulatory role of long non coding RNAs (lncRNAs) in neurological disorders:From novel biomarkers to promising therapeutic strategies

引用

Asian Journal of Pharmaceutical Sciences 2021年第5期16卷 533-550页

作者： nirjhar Bhattacharyya Vedansh Pandey Malini Bhattacharyya Abhijit Dey Department of Life Sciences Presidency UniversityKolkataIndia

Long non coding RNAs(lncRNAs) are non-protein or low-protein coding transcripts that contain more than 200 nucleotides. They representing a large share of the cell’s transcriptional output, demonstrate functional attributes viz. tissue-specific expression, determination of cell fate, controlled expression, RNA processing and editing, dosage compensation, genomic imprinting, conserved evolutionary traits etc. These long non coding variants are well associated with pathogenicity of various diseases including the neurological disorders like Alzheimer’s disease, schizophrenia, Huntington’s disease, Parkinson’s disease etc. Neurological disorders are widespread and there knowing the underlying mechanisms become crucial. The lncRNAs take part in the pathogenesis by a plethora of mechanisms like decoy, scaffold, mi-RNA sequestrator, histone modifiers and in transcriptional interference. Detailed knowledge of the role of lncRNAs can help to use them further as novel biomarkers for therapeutic aspects. Here, in this review we discuss regulation and functional roles of lncRNAs in eight neurological diseases and psychiatric disorders, and the mechanisms by which they act. With these, we try to establish their roles as potential markers and viable diagnostic tools in these disorders.

关键词： Non coding rnas Alzheimer’s disease Huntington’s disease Parkinson’s disease Schizophrenia Regulatory

来源：

维普期刊数据库

同方期刊数据库评论

在线全文

学校读者我要写书评

暂无评论

Comparative Adaptability Assessment of Two Mangroves from Indian Sundarbans: Some Biochemical Appearances

引用

Natural Science 2015年第12期7卷 519-534页

作者： nirjhar Dasgupta Pallavi Chowdhury Sauren Das Agricultural and Ecological Research Unit Indian Statistical Institute Kolkata India

Comparative adaptability against salinity was assessed between the two wellknown mangroves (Avicennia marina and Heritiera fomes) from Indian Sundarbans in vitro. Occurrence of H. fomes is intermittent in and around of this mangrove swamp. A harmony has to maintain between ROS production and efficient scavenging of ROS by the plant itself for sustainability. In the present work, extent of salt tolerance was evaluated by mainly two ways: i) accumulation of free amino acids in the cytoplasm for proficient osmotic adjustment and ii) promoting elevated amount of antioxidants (both enzymes and secondary metabolites) with respect to substrate salinity. Occurrence of free amino acids (Alanine, Leucine and Proline) in A. marinaare well correlated (p ≤ 0.01) with the increasing salinity and H. fomes (Alanine and Phenyl Alanine) correlation value showed p ≤ 0.05. ROS scavenging reflected through ABTS, DPPH and Fe2+ chelating activity and results indicating that A. marina have some advantage over the other investigated taxa. Amount of phenols and flavonoids also designated the same. Additional number of isoforms of two antioxidant enzymes (peroxidase and super oxide dismutase) occurred in A. marina as the salinity enhanced, but in case of H. fomes, which was lacking. The experimental results might be designated towards the comfortable adaptability to A. marina, rather to H. fomes.

关键词： ABTS DPPH Free Amino Acids Mangroves Phenols

来源：

维普期刊数据库评论

在线全文

维普期刊数据库

学校读者我要写书评

暂无评论

Health-Benefit Assets of Different Indian Processed Teas: A Comparative Approach

引用

American Journal of Plant Sciences 2017年第7期8卷 1607-1623页

作者： Anjan Hazra Jhinuk Saha nirjhar Dasgupta Chandan Sengupta Padmanabhan Mohan Kumar Sauren Das Agricultural and Ecological Research Unit Indian Statistical Institute Kolkata India Department of Botany University of Kalyani Kalyani India Tea Board of India National Tea Research Foundation Kolkata India

A comparative deliberation has been considered among three Indian processed teas (black, green and white) in respect to their prevalence of some secondary metabolites, antioxidant ability (ABTS and DPPH assay), nutritional properties, inorganic elemental profile and bactericidal efficiency. Green and white tea, incidence of total phenol, total flavonoids, proanthocyanidins and tannin are higher than the black. ABTS and DPPH study reveals lower IC50 occurred in Green tea. Green tea is enriched in Na, Fe, Mg, and Mn content;black is rich in K, Ca and white has highest Zn. Total sugar and free amino acid are highest in white tea;total protein content is almost same in all three types. Green tea is enriched with vitamin C. Antimicrobial asset is experienced against Bacillus subtilis, Staphylococcus aureus (gram + ve) and Escherichia coli and Pseudomonas aeruginosa (gram?-?ve) bacteria. Study revealed that green tea has higher antimicrobial activity than the other two, though higher inhibitory effect of black tea might be attributed to the presence of substantial amount of tannin. Statistical evaluation reflects that in all organic and aqueous extracts, secondary metabolites correlate linearly with DPPH and ABTS assays but are not consistent with bactericidal efficiency in all cases.

关键词： Antioxidant Bactericidal Properties Dietary Assessment Minerals Secondary Metabolites Tea

来源：

维普期刊数据库评论

在线全文

维普期刊数据库

学校读者我要写书评

暂无评论

Effect of Methyl Parathion on the Carbohydrate Metabolism of the Fish, Cirrhinus Mrigala

引用

材料科学与工程（中英文B版） 2014年第12期4卷 366-371页

作者： Shreeman nirjhar Chandra Ray Ramesh Chandra Sinha Centre for Environment & Nature Conservation Department of Zoology Patna University Patna Bihar 800005 India

In general, any stress inducing substance will affect the respiratory metabolism of an animal. Any alteration in the intermediary metabolism due to stress is bound to affect the activity of oxidative enzymes like lactic dehydrogenase (LDH) and succinic dehydrogenase (SDH). Both enzymes are involved in carbohydrate metabolism and have been used as an indicative criterion of exposure to chemical stress. Several authors have reported that the disturbance in the oxidative metabolism which leads to an alteration in whole oxygen consumption in different species of fishes exposed to pesticides. Carbohydrates are the primary and immediate source of energy. In stressed condition, the carbohydrate reserve (glycogen) is depleted to meet the energy demand. Depletion of glycogen may be due to the direct utilization for energy generation, a demand caused by the pesticide induced hypoxia. Similar findings have been reported in frog Rana tigrina. Glycogenolysis seems to be the result of increased secretion of catecholamines due to stress. Pesticides also inhibit energy production by suppressing aerobic oxidation of carbohydrates leading to energy crisis in animals. LDH and SDH are widely used in toxicology and clinical chemistry to diagnose the cell, tissue and organ damage. In the present study, the toxicological effect of methyl parathion on the LDH and SDH activity has been made in the fish, Cirrihinus mrigala. The study revealed that the acute toxicity (TUa) of methyl parathion was 14 ppm.

关键词：碳水化合物代谢甲基对硫磷鱼类琥珀酸脱氢酶印度化学应力鲮能源需求

来源：

维普期刊数据库评论

在线全文

维普期刊数据库

学校读者我要写书评

暂无评论

欢迎您,

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

在线全文

在线全文

在线全文

在线全文

在线全文

在线全文

在线全文

请选择保存的检索档案：

请选择收藏分类：

通借通还

欢迎您,

建议与咨询 留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

在线全文

在线全文

在线全文

在线全文

在线全文

在线全文

在线全文

请选择保存的检索档案： 新增检索档案 确定 取消

请选择收藏分类： 新增自定义分类 确定 取消

通借通还

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

请选择保存的检索档案：

请选择收藏分类：