Pengembangan bahan ajar tematik berbasis nilai-nilai keislaman kelas vi madrasah ibtidaiyah

Development of thematic teaching materials based on Islamic values, especially those related to the contents of the verses of the Alqur'an and / or hadith as the basis of all science. In the available books, there are no thematic teaching materials that are integrated with the Al-Quran and Hadith, as well as Islamic values ??that are able to implement the core competencies of the 2013 curriculum, namely the competence of spiritual attitudes in thematic learning. The formulation of this research is: (1) producing thematic teaching materials based on Islamic values ??theme 7 (Leadership) class 6 Madrasah Ibtidaiyah Negeri 2 Jember. (2) to determine the effectiveness of thematic teaching materials based on Islamic values ??in learning. This study uses a research and development research type, the Borg and Gall model which is divided into 10 steps, namely: (1) research and data collection (2) planning, (3) product draft development, (4) initial field trials, ( 5) revising the results of trials, (6) field trials, (7) improving products from field tests, (8) conducting field trials, (9) improving product results, and (10) disseminating and implementing. The testing technique was carried out by comparing the pre-test and post-test values. The data was calculated using the t-test and processed using the SPSS application to determine the effectiveness of teaching materials. The results of this study indicate: the validation test produces an average of 88.79% with the criteria that the book is very suitable for use in learning. In terms of attractiveness, this book is very interesting to use for students, this is based on the results of the questionnaire data given to students with an average of 88.24% with very attractive qualifications. Meanwhile, from the results of the pre-test and post-test based on the t count which shows that it is greater than the t table, it means that the book is effective for use in learning. Pengembangan bahan ajar tematik berbasis nilai keislaman, terutama yang terkait dengan isi ayat Alqur'an dan/atau hadits sebagai dasar dari semua sains. Dalam buku yang telah tersedia tidak ada bahan ajar tematik yang terintegrasi dengan Al-Quran, dan Hadits, serta nilai-nilai Islam yang mampu mengimplementasikan kompetensi inti dari kurikulum 2013 yaitu kompetensi sikap spiritual dalam pembelajaran tematik. Perumusan penelitian ini yaitu: (1) menghasilkan bahan ajar tematik berbasis nilai keislaman tema 7 (Kepemimpinan) kelas 6 Madrasah Ibtidaiyah Negeri 2 Jember. (2) mengetahui efektifitas bahan ajar tematik berbasis nilai-nilai keislaman dalam pembelajaran. Penelitian ini menggunakan jenis penelitian pengembangan Research and Development, model Borg and Gall yang terbagi menjadi 10 langkah, yaitu: (1) penelitian dan pengumpulan data (2) perencanaan, (3) pengembangan draf produk, (4) uji coba lapangan awal, (5) merevisi hasil uji coba, (6) uji coba lapangan, (7) penyempurnaan produk hasil uji lapangan, (8) uji pelaksanaan lapangan, (9) penyempurnaan produk hasil, dan (10) diseminasi dan implementasi. Teknik uji coba dilakukan dengan membandingkan nilai pre-test dan post-test. Data dihitung dengan uji-t dan diolah menggunakan aplikasi SPSS untuk mengetahui efektifitas bahan ajar. Hasil penelitian ini menunjukkan: uji validasi tersebut rata-rata menghasilkan 88,79 % dengan kriteria bahwa buku tersebut sangat layak untuk digunakan dalam pembelajaran. Dari segi kemenarikan, buku ini sangat menarik untuk digunakan pada siswa, hal ini berdasarkan dari hasil data angket yang diberikan kepada siswa dengan rata-rata 88,24% dengan kualifikasi sangat menarik. Sedangkan dari hasil pre-test dan pos-test berdasarkan uji t hitung yang menunjukan lebih besar dari t tabel, berarti buku tersebut efektif untuk digunakan dalam pembelajaran.

EDUCARE: Journal of Primary Education Educare: journal of primary education

An ontology-based approach to reduce the negative impact of code smells in software development projects

The quality of software systems may be seriously impacted by specific types of source code anomalies. For example, poor programming practices result in Code Smells (CSs), which are a specific type of source code anomalies. They lead to architectural problems that consequently impact some significant software quality attributes, such as maintainability, portability, and reuse. To reduce the risk of introducing CSs and alleviate their consequences, the knowledge and skills of developers and architects is essential. On the other hand, ontologies, which are an artificial intelligence technique, have been used as a solution to deal with different software engineering challenges. Hence, the aim of this paper is to describe an ontological approach to representing and analyzing code smells. Since ontologies are a formal language based on description logics, this approach may contribute to formally analyzing the information about code smells, for example, to detect inconsistencies or infer new knowledge with the support of a reasoner. In addition, this proposal may support the training of software developers by providing the most relevant information on code smells. This ontology can also be a means of representing the knowledge on CSs from different sources (documents in natural language, relational databases, HTML documents, etc.). Therefore, it could be a valuable knowledge base to support the struggle of software developers and architects either to avoid CSs or to detect and remove them. The ontology was developed following a sound methodology. The well-known tool Protégé was used to manage the ontology and it was validated by using different techniques. An experiment was conducted to demonstrate the applicability of the ontology and evaluate its impact on speeding up the analysis of CSs.

Mehdhar S. A. M. Al-Gaashani Mehdhar s. a. m. al-gaashani

A study on picture recognition using pre-processing and decision making

Abstract should be times new roman with 9 fount single spacing.The main focused of Watermarking is developing and i Image Recognition is the idea of simulating the visual functions of human brain which uses human eyes as the source of input to recognize and make decisions on the objects it sees. This became possible with the advent of cameras and advanced processing technologies. The idea is to copy the features exactly present in the pattern, that the brain uses to recognize images [6]. The image in the real world are captured and pre-processed in the desired format and stored in large chunks of memories. This is to provide the recognition program to compare the new image taken with the ones that has been pre-processed and stored. The comparison is done at the pixel level of the image which is expressed in a matrix form. The image is compared with the data set stored at pixel level and the decisions are made recognizing the image. This picture recognition method becomes a smarter solution with the availability of more number of data sets. With large number of trail and errors the system will get familiar and intelligent providing best solution for computer and robot vision technologies.

Dr H Shaheen Dr h shaheen

Frequency of statin-induced liver injury: a secondary analysis of previous hospital-based study

Background: Although statins are considered safe, they do have side effects with a wide range of hepatic adverse effects. The present study aims to estimate the frequency of liver injury in patients treated with various statins and to describe their clinical characteristics and outcomes. Materials and Methods: We carried out a secondary post hoc analysis of collected data from our previous study entitled “Frequency of Rhabdomyolysis in Patients Treated with Statins in Hamad General Hospital, Qatar.” Results: We identified 10 cases (1.0%) of statin-induced liver injury during the study period. Their mean age was 62±10.09 years, with 6 (60%) males and 4 (40%) females. Of the 10 patients, six patients received rosuvastatin, two patients received atorvastatin, and other two cases received simvastatin. The mean duration between the initiation of statin and the development of liver injury (latency period) was 20.40±6.91 months. Five of our patients were asymptomatic, and liver injury was discovered incidentally during routine testing of the patients during routine follow-up, while four patients developed painless jaundice and one developed muscle pain attributed to rhabdomyolysis. Statins were stopped in all patients. Nine of them were managed on an outpatient basis, while one patient with rhabdomyolysis was admitted. In all patients, other statins were reintroduced after a mean time of 7.4±3 months without recurrence of liver injury. No mortality has been reported. Conclusion: Our study demonstrated that statin-induced liver injury is a rare clinical entity that occurs regardless of the dose and type of statin, with rosuvastatin being the most causative drug. Statin-induced liver injury was asymptomatic and was discovered incidentally in 50% of our cases during routine testing, underscoring the importance of routine follow-up of liver function tests in asymptomatic patients.

Karishma Karishma

Vitamin d deficiency and anemia among pharmacy students

Prevalence of hypovitaminosis D is not restricted to the elderly and hospitalized population. Worldwide, the rate of prevalence of vitamin D deficiency has grown up rapidly in adults over the past decades. Among Libyan population including young students may has a high risk of vitamin D deficiency. The aims of this study were to examine vitamin D status among pharmacy students of Sebha University and to study the hematological profile as well as correlation of vitamin D deficiency with incidence of anemia among the students. This study was carried out on Pharmacy students from 13th January to 12th March, 2020. This is a cross-sectional study designed to determine vitamin D status among healthy young pharmacy students studying at the Sebha University. The blood samples were collected randomly from 62 pharmacy students to analysis complete blood count and 25-hydroxyvitamin D. The concentration of hemoglobin on total student was 12.5 ± 1.9 g/dl which was normal according to the WHO level (12.0 g/dl). Out of total, 36 students (59.1%) were found to have normal hemoglobin concentration (13.7 ± 1.4 g/dl) and 26 students (40.9 %) were found to have low hemoglobin concentration (10.8 ± 1.1 g/dl). Other blood profile as HCT, MCV, MHC and MCHC where statistically significant lower but the counts of RBCs, WBC and platelets were not on anemic group comparing to normal group. The present study reported that majority of pharmacy students in male and female blood donors have low vitamin D levels which represent (87.0%). Out of the total participants (n = 54) who have low vitamin D (n = 49, 79.0%) were classified under vitamin D deficiency category while (n = 05, 08.0%) of students had vitamin D insufficiency. In conclusion, prevalence of hypovitaminosis D (low 25-hydroxyvitamin D) among the pharmacy students at Sebha University was highly occurrence with concomitant a high rate of prevalence of anemia. Thus, vitamin D deficiency at this age represents a public health problem that should be addressed.

Mediterranean Journal of Pharmacy and Pharmaceutical Sciences Mediterranean journal of pharmacy and pharmaceutical sciences

A performance comparison of vapour compression refrigeration system using various alternative refrigerants

A performance analysis on a vapour compression refrigeration system with various refrigerants mixture of R152a, RE170, R600a, and R290 were done for various mixture ratios and their results were compared with R134a as possible alternative replacement. The results showed that all of the alternative refrigerants investigated in the analysis except R431A, [R 152a (29%), R290 (71%)] have a slightly higher performance coefficient (COP) than R134a for the condensation temperature of 500C and evaporating temperatures ranging between -300C and 100C.Refrigerant blend of R152a/RE170 (20/80 by wt%) instead of R134a was found to be a replacement refrigerant among other alternatives. The effects of the main parameters of performance analysis such as refrigerant type, degree of sub cooling and super heating on the refrigerating effect, coefficient of performance and volumetric refrigeration capacity were also investigated for various evaporating temperatures.

Baskaran

The religious practices of vietnamese catholic youth: the case of the diocese of xuan loc

Every religion includes a whole series of beliefs and practices and we should start by concentrating our attention on religious practices to understand a religion. This paper intended to clarify the religious practices of Vietnamese Catholic Youth. Based on the theory of Glock and Stark and by using survey method, descriptive statistics, this is the first study to demonstrate the religious practices of youths in a diocese of Vietnam. This issue considered as an interesting research topic in the context of Vietnamese research because it explores youths lives from a different perspective by focusing on the micro level of analysis. The respondents in this study were total of 388 young adults between 18 and 30 years of ages from 24 parishes who were randomly selected through Probability Proportional to size sampling method. The findings of the research indicate that the ritualistic dimension of religiosity among Vietnamese Catholic youth is still so high in the context of change in Vietnam

Le Minh Tien Le minh tien

Implementation of corporate social responsibility initiatives for tanzania corporations and not-for-profit organizations

The purpose of this study is to evaluate activities of the corporate citizens in Tanzania and find the best way of aligning CSR initiatives to attain mutual benefits between the organizations and general public. A total of 45 organizations, both for profit and not for profit, were engaged in this study from four different industries. The study used semi-structured interview guide to collect data and a focused group discussion was organized. Contents analysis was used to categorize the responses into five major themes, as discussed in the main document. The findings reveal that CSR is still at its initial stage and much has to be done for the corporations to draw the best out it. Keywords Strategic CSR Value Organization and Society

DR. OMARY SWALLEHE Dr. omary swallehe

Environmental social and governance performance in banking sector: a bibliometric study

Financial sector needs special attention pertaining to incorporation of the ESG criteria. Economic and financial issues coupled with climate change would have negative impact on the stability of financial institutions. This research paper attempts to synthesize and summarise scholarly articles published in Scopus database on ESG domain with reference to banking sector using bibliometric analysis. The objective of this review paper is to understand from past literature the trajectory of studies in the domain of ESG. There is a substantial growth in frequency of publication in the year 2022 along with annual growth of around 30 percent during 2015-2023. Bibliometric with MS-Excel, R-Studio and VOS-viewer were used to identify and analyze research trends related to the number of studies, research fields, authors, nations, institutions, and keywords. The important keywords identified in the bibliometric analysis were sustainability, corporate social responsibility, sustainable finance, banks performance.

Dr. Mohammed Nizamuddin Dr. mohammed nizamuddin

A neuropharmacological profile of lycium schweinfurthii (solanaceae) methanolic extract in mice

Lycium schweinfurthii is a shrub belonging to the Solanaceae family which widely grows in North Africa and Mediterranean regions. The plant leaves have traditionally been used for gastrointestinal diseases as peptic ulcer in Libya. This study aimed to investigate the effect of Lycium schweinfurthii extract on the central nervous system in mice including anticonvulsant, antidepressant and muscle relaxant activities. The methanolic extract was prepared by fractionation technique. Albino male mice weighing 22 ± 2.0 gm were used and equally divided into equal number and weight for each experiment (n = 6). The best effective pharmacologically dose of 400 mg/kg, i.p. of the methanolic extract was selected to explore the anticonvulsant activity for picrotoxin-induced convulsion in mice (5.0 mg/kg), antidepressant activity of forced swimming test of depression and muscle relaxant action by motor coordination test of hanging wire. Fluoxetine (10.0 mg/kg), imipramine (15.0 mg/kg) and diazepam (5.0 mg/kg) were used as reference compounds. Lycium schweinfurthii extract exhibited a significant prolonged delay in the onset time of induced convulsion and significant decrease in the frequency of convulsion as well as a significant decrease in the duration time of attacks. Pretreatment with flumazenil (2.0 mg/kg) was found to increase the frequency and duration of convulsions without profound change in the onset time produced by Lycium schweinfurthii. For antidepressant activity, the plant leave extract significantly decreased immobility time duration without a muscle relaxant effect. The results suggest that the methanolic extract of Lycium schweinfurthii leave has anticonvulsant and antidepressant-like activities without any muscle relaxant effect in mice. Thus, Lycium schweinfurthii may have a neuropharmacological potential use in human.

Mediterranean Journal of Pharmacy and Pharmaceutical Sciences Mediterranean journal of pharmacy and pharmaceutical sciences

Pygmalion effect and the process of coming –out: an exploratory case study on the identity development of student homosexuals

This exploratory case study employed Appreciative Inquiry Framework in answering the following questions: 1) What are the expectations set by the following to the student homosexuals; a) Self, b) Parents and c) Teachers; 2. What are the positive and negative effects of these expectations to the student homosexuals? and 3) How do these expectations affect the process of identity development of the student homosexuals?. The participants are five college students who identified themselves as homosexual. Written consent was secured to ensure that the research abides to the ethical standards. The data was triangulated through analysing the point of view of the student participants, their parents and their teachers. Results revealed that expectations set by the student homosexuals, their parent and teachers are all contributory factors that affect the identity development of student homosexuals. Moreover, it was revealed that those who have problems in their identity development experienced difficulties in their performance in school. Positive and negative effects of expectations were also noted as the participants shared their stories. With the results, it was recommended that teachers must treat all their students equally regardless of their gender preferences in life. Activities that support the holistic personalities of students must be given emphasis. The parents must support their children in whatever endeavour they take and provide them guidance to be successful in their academic pursuits. Lastly, a model of counselling procedure for student homosexuals was proposed.

Darrel Ocampo Darrel ocampo

The beginnings of the organization of the kosovo liberation army in the lap operational subzone december 1995 – june 1998

The study, “The beginnings of the organization of the Kosovo Liberation Army in the Lap Operational Subzone December 1995 – June 1998,” as its object of study has the period of the Kosovo Liberation War in the years 1998-1999. This study touches upon the historical dimension of the efforts and sacrifices of Albanians found in the Serbian-Yugoslav area against their will.This study’s main topic is the beginnings of the organization in the Lap Operational Subzone (LOSz) as a significant part of the KLA. The study has undergone a scientific analysis based on sources of all kinds. The analysis included LOSz’s position in the KLA structure: the mission and duties during the liberation war, the governing bodies at the beginning of the LOSz organization and their functional organization, as well as the battles and downfalls of the freedom fighters. Historical literature, feuilletons, scientific papers, as well as interviews with famous personalities, were used to shed more light on the organization and the war in LOSz. This topic covers an essential segment of the Kosovo Liberation War period 1998-1999 And contributes towards the complete enlightenment of this historical period, especially in this region. Therefore, hopefully, this study will build interest and create perspectives for new studies of this nature.

Anglisticum

Multidisciplinary residential treatment of type 1 diabetes mellitus and co-occurring eating disorders

Research on treatment for diabetes and co-occurring eating disorders is sparse. We examined outcomes from multidisciplinary residential treatment for women with type 1 diabetes and eating disorders and the impact of treatment duration on outcomes. Participants were 29 women with type 1 diabetes and eating disorders receiving residential treatment. Repeated measures analyses of variance examined changes in blood glucose and psychological symptoms over treatment. Analyses were repeated to include treatment by duration interactions. Treatment produced significant reductions in blood glucose, eating disorder symptoms, and psychological concerns. Longer treatment duration was associated with greater improvements in psychological symptoms. Disordered eating is alarmingly common among individuals with type 1 diabetes mellitus, with rates of co-occurring diabetes and eating disorders estimated as high as 40% (Young etal., 2012; Young-Hyman & Davis, 2012). The most commonly noted link between type 1 diabetes and eating disorders is in the form of purging through insulin omission for weight loss purposes (Darbar & Mokha, 2008), which has been noted for individuals with diabetes co- occurring with anorexia nervosa (AN), bulimia nervosa (BN), and eating disorder not otherwise specified (EDNOS; Nielsen, 2002; Peveler & Fairburn, 1989). However, even among individuals with diabetes who do not omit insulin, eating disorder symptoms are elevated (Jones, Lawson, Daneman, Olmsted, & Rodin, 2000).

John Dolores John dolores

Footprints of swine influenza h1n1 and h3n2 in pigs from southern kaduna, nigeria

Influenza A virus presents a significant public health burden worldwide, with the 1918 Spanish flu pandemic being the most dramatic example. Swine influenza viruses can be transmitted to humans through occupational exposures and in live pig markets. Novel variants can emerge in pigs because they can be infected by human, avian and swine strains. This study was carried out to determine the seroprevalence and serotypes of swine influenza in pigs from a major slaughter slab in southern Kaduna. Using competitive ELISA and haemagglutination-inhibition (HI) assays, 305 swine sera were analysed. The result showed an overall seroprevalence of 28.20% (n=86), with H3N2 7.87% (n=24) emerging as the most dominant subtype in circulation. Concurrent antibody detection of H1N1 in 5.26% (n=16) was also detected in boar 2.62% (n=8) and sows 2.62% (n=8). This study revealed swine Influenza H1N1 and H3N2 serotypes are in circulation in pigs in Kaduna State, and that reassortment in the instance of co-infection of swine host is possible.

Bitrus Inuwa Bitrus inuwa

Dampak kualitas, persepsi konsumen dan brand image terhadap keputusan pembelian produk endorsement

Penelitian ini bertujuan untuk melihat seberapa besar dampak kualitas produk, persepsi konsumen dan brand image terhadap keputusan pembelian produk endorsement pada masyarakat di Medan dengan menggunakan word of mouth sebagai variabel moderasi. Sampel penelitian ini adalah sebesar 100 orang responden dengan teknik analisis data menggunakan analisis jalur (path analysis). Hasil dari penelitian ini menunjukkan kualitas produk, persepsi konsumen dan brand image berpengaruh terhadap keputusan pembelian produk endorsement pada masyarakat di Medan. Lebih lanjut, word of mouth tidak memoderasi kualitas produk terhadap keputusan pembelian dan juga tidak memoderasi persepsi konsumen terhadap keputusan pembelian namun word of mouth memoderasi brand image terhadap keputusan pembelian produk endorsement bagi masyarakat di Medan.

L L

Vulnerability of food crop farmers to climate change in south eastern nigeria

Micro-level assessment of vulnerability to climate change creates basis for policy formulation. The study specifically ascertained the levels and determinants of vulnerability to climate change among selected food crop farmers. Data collected were analysed using descriptive statistics and ordinary least square regression analysis. The result revealed that 15.95%, 68.97% and 15.08% of the households were highly vulnerable, moderately vulnerable and less vulnerable to climate change respectively. This implies a varied effect on crop farmers. The result also showed that amount saved, extension contacts, household expenditure and value of crop were significant at 1% level. The study recommended the provision of basic amenities and soft loans to farmers as well as an improvement in extension services. It also advocated the introduction of effective climate change mitigation and adaptive measures to boost agricultural output in their area.

Comfort chikezie Comfort chikezie

The effects of severe hypobaric hypoxia and inhibition of hypoxia-inducible factor-1 (hif-1) on biomarkers of cardiac and skeletal muscle injury in rats

The goal of the present study was to investigate the molecular mechanisms that underlie heart andskeletal muscle damage in male Wistar rats weighing 200–250 g in response to a 3-h exposure to 180 mm Hg(5% O2) in the model of severe hypobaric hypoxia. It has been demonstrated that the level of the cardiac bio-marker troponin I in the blood plasma of rats exposed to severe hypobaric hypoxia for 3 h increased signifi-cantly compared to the control group, indicating myocardial injury. At the same time, the administration ofthe HIF-1α transcription factor inhibitor did not affect the plasma level of troponin I. In contrast, the releaseof the non-specific biomarker myoglobin into the bloodstream did not increase in response to hypoxia com-pared to the control animals. In addition, 24 h after the exposure to severe hypobaric hypoxia the serum myo-globin level was significantly lower in animals administered with the HIF-1α inhibitor topotecan than in ratsthat did not receive topotecan. Therefore, it may be assumed that the inhibition of the HIF-1α transcriptionfactor 10 min before exposure to severe hypobaric hypoxia reduces skeletal muscle damage. The mechanismsthat affect the adaptation of heart and skeletal muscles to hypoxia are discussed.

Даниил Федоров Даниил Федоров

Effect of ephedra altissima stems extract on behaviour in the mouse

Herbal products are being paid particular attention by people around the world since they are natural, effective, and without side effects. In modern medicine, some drugs prescribed to the patients are derived from medicinal plants. Thus, the aim of this study is to investigate the central nervous effects of methanol extract of Ephedra altissima stems, in Albino mice. Doses of 500, 1500, and 3000 mg/kg of the methanol extract were administered in sub-acute doses (three doses), intraperitoneally at 24, 5.0, and 1.0 hours before scoring. General locomotor behavior profile, antidepressant activity, and anxiolytic activity were studied. The results revealed that the methanol extract of Ephedra altissima at 500, 1500, and 3000 mg/kg produced central nervous system depression, a remarkable decrease in the immobility time (forced swimming maze test), no anxiolytic-like effect by using elevated plus-maze model of anxiety. These results suggest that methanol extract of Ephedra altissima exhibits a central depressant activity, antidepressant-like activity, and mild antipsychotic activity without anxiolytic-like effect in tested experimental animal models with the doses used. Therefore, it can be concluded that Ephedra altissima extract may have a central depression, antidepressant-like activity with no effect as anxiolytic-like mood.

Mediterranean Journal of Pharmacy and Pharmaceutical Sciences Mediterranean journal of pharmacy and pharmaceutical sciences

Total, insoluble and soluble oxalate contents of three pakistani legume flours

Oxalate is widely distributed in plant foods as potassium, sodium and ammonium oxalates (water-soluble form) and as insoluble calcium oxalates. Oxalate forms strong chelates with dietary calcium, thus rendering the complex unavailable for absorption and assimilation. It precipitates as insoluble salts accumulating in the renal glomeruli and contributes to the development of renal disorders. The seed flours of Macrotyloma uniflorum (Lam.) Verdc., Phaseolus lunatus Linn., and Phaseolus vulgaris Linn. were investigated for their total, soluble and insoluble oxalate contents by HPLC. The total oxalate content of M. uniflorum, P. lunatus and P. vulgaris was 1.24, 1.77 and 1.71 mg/ g, respectively. The %age of soluble oxalate were M. uniflorum (19.50), P. lunatus (15.08) and P. vulgaris (15.88). Only soluble oxalate is responsible for oxalate absorption (bioavailability) and its excretion. Overall, the total oxalate content is high in legume flour of M. uniflorum, P. lunatus, and P. vulgaris, but the soluble oxalates are very low. Therefore, all these three legumes don't have the adverse effects of oxalate on minerals bioavailability and risk of urolithiasis.

Dr. Salman Ahmed Dr. salman ahmed

Two-stage rfid approach for localizing objects in smart homes based on gradient boosted decision trees with under- and over-sampling

eveloping automated systems with a reasonable cost for long-term care for elders is a promising research direction. Such smart systems are based on realizing activities of daily living (ADLs) to enable aging in place while preserving the quality of life of all inhabitants in smart homes. One of the research directions is based on localizing items used by elders to monitor their activities with fine-grained details of the progress. In this paper, we shed the light on this issue by presenting an approach for localizing items in smart homes. The presented method is based on applying machine learning algorithms to Radio Frequency IDentification (RFID) tags readings. Our approach achieves the required task through two stages. The first stage detects in which room the selected object is located. Then, the second one determines the exact position of the selected object inside the detected room. Additionally, we present an efficient approach based on gradient boosted decision trees for detecting the location of the selected object in a real-world smart home. Moreover, we employ some techniques of over- and under- sampling with data clustering for improving the performance of the presented techniques. Many experiments are conducted in this work to evaluate the performance of the presented approach for localizing objects in a real smart home. The results of the experiments have shown that our approach provides remarkable performance.

Shadi Abudalfa Shadi abudalfa

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