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Survey of Indoor Localization Based on Deep Learning

Computers, Materials & Continua 2024年第5期79卷 3261-3298页

作者： Khaldon Azzam Kordi Mardeni Roslee Mohamad Yusoff Alias Abdulraqeb Alhammadi Athar waseem Anwar Faizd Osman Centre for Wireless Technology Faculty of EngineeringMultimedia UniversityCyberjaya63100Malaysia Communication Systems&Networks Research Lab Malaysia-Japan International Institute of TechnologyUniversiti Teknologi MalaysiaKuala Lumpur54100Malaysia Department of Electrical Engineering(DEE) International Islamic UniversityIslamabad44000Pakistan Rohde&Schwarz(M)Sdn Bhd Shah Alam40150Malaysia

This study comprehensively examines the current state of deep learning (DL) usage in indoor *** emphasizes the significance and efficiency of convolutional neural networks (CNNs) and recurrent neuralnetworks (RNNs). Unlike prior studies focused on single sensor modalities like Wi-Fi or Bluetooth, this researchexplores the integration of multiple sensor modalities (e.g.,Wi-Fi, Bluetooth, Ultra-Wideband, ZigBee) to expandindoor localization methods, particularly in obstructed environments. It addresses the challenge of precise objectlocalization, introducing a novel hybrid DL approach using received signal information (RSI), Received SignalStrength (RSS), and Channel State Information (CSI) data to enhance accuracy and stability. Moreover, thestudy introduces a device-free indoor localization algorithm, offering a significant advancement with potentialobject or individual tracking applications. It recognizes the increasing importance of indoor positioning forlocation-based services. It anticipates future developments while acknowledging challenges such as multipathinterference, noise, data standardization, and scarcity of labeled data. This research contributes significantly toindoor localization technology, offering adaptability, device independence, and multifaceted DL-based solutionsfor real-world challenges and future advancements. Thus, the proposed work addresses challenges in objectlocalization precision and introduces a novel hybrid deep learning approach, contributing to advancing *** deep learning-based indoor localization techniques have improved accuracy, challenges likedata noise, standardization, and availability of training data persist. However, ongoing developments are expectedto enhance indoor positioning systems to meet real-world demands.

关键词： Deep learning indoor localization wireless-based localization

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Gene Action Studies in the Inheritance of Economic Traits in Diallel Cross of Lentil (Lens culinaris Medik)

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American Journal of Plant Sciences 2016年第6期7卷 756-768页

作者： Fahim Abbas Asim Riaz Tanzeela Zafar Muhammad Hassan Hafiz Muhammad Imran Umar Javed Hassan waseem alam Saleh Muhammad Mudassir Mahmood Hamza Sohail Usman Ali Tiwana Muhammad Tayyab Iqbal Muhammad Bilal Nanjing Agriculture University Nanjing China Department of Pharmacy Health and Well-Being University of Sunderland Sunderland UK Centre of Agricultural Biochemistry and Biotechnology Faculty of Agriculture University of Agriculture Faisalabad Pakistan Department of Plant Breeding & Genetics Bahauddin Zakariya University Multan Pakistan Department of Entomology Bahauddin Zakariya University Multan Pakistan Department of Horticulture Bahauddin Zakariya University Multan Pakistan Arid Zone Research Institute Bahawalpur Pakistan Department of Plant Breeding & Genetics PMAS-UAA Rawalpindi Pakistan

The present study was conducted in 4 × 4 half diallel cross fashion using the genotypes named as NL-2002, NL-2006, Punjab Masoor-2009 and Markaz-2009 for the evaluation of gene action in the inheritance of economic traits of lentil by following the Griffing (1956) Method of analysis. Minirap 13.1 Copyright© 2000, Minitab inc. Method II, Model I was used for the analysis and gene action was computed by variance component analysis using Mixed Model with GLM (general linear model) procedure. The F1 direct crosses along with the parental genotypes were then evaluated by framing the experiment in RCBD in 3 replications. The data were recorded for the characters which are under the study are, plant height (cm), number of primary branches, number of secondary branches, number of pods per plant, number of seed per pod, seed yield per plant, biomass (gram), 100 seeds weight (gram), harvest index (%), yield per plant. The simple ANOVA for all the characters revealed that difference among genotypes was highly significant. As significant differences were present between the genotypes, it permitted subsequent analysis of the data. The Combining Ability (CA) results showed that value of variance for GCA (General Combining Ability) was significantly higher than that of those of the values of variance of SCA (Specific Combining Ability). Hence current results clearly depicted the role of additive type of gene action governing the characters under study.

关键词： Lentil Diallel Gene Action Studies

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Improving Growth Performance of Jatropha curcas by Inducing Polyploidy through Colchicine Treatment

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American Journal of Plant Sciences 2016年第6期7卷 769-772页

作者： Syed Amir Manzoor Asim Riaz Tanzeela Zafar Muhammad Hassan Hafiz Muhammad Imran Umar Javed Hassan waseem alam Saleh Muhammad Mudassir Mahmood Hamza Sohail Tanveer Aslam Feehan Hassan Fahim Abbas Muhammad Faseeh Iqbal Department of Forestry Bahauddin Zakariya University Multan Pakistan Department of Pharmacy Health and Well-Being University of Sunderland Sunderland UK Centre of Agricultural Biochemistry and Biotechnology Faculty of Agriculture University of Agriculture Faisalabad Pakistan Department of Plant Breeding & Genetics Bahauddin Zakariya University Multan Pakistan Department of Entomology Bahauddin Zakariya University Multan Pakistan Department of Horticulture Bahauddin Zakariya University Multan Pakistan Nanjing Agriculture University Nanjing China Department of Soil Science Bahauddin Zakariya University Multan Pakistan

This study was planned to assess genetic variation in Jatropha curcas as affected by colchichine treatments. During the experiment, seeds of Jatropha curcas were collected from mature and healthy Jatropha plants and were soaked in different concentrations of colchicines. The second treatment was that of time of soaking (seeds were soaked in different concentrations for different time durations). The results clearly revealed that by increasing the concentration of colchicine treatment, parameters like stomatal density, and size of the guard cells were reduced.

关键词： Jatropha Polyploidy Colchicine Biofuel

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Corrosion resistance and thermal stability of sputtered Fe44Al34Ti7N15 and Al61Ti11N28 thin films for prospective application in oil and gas industry

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Progress in Natural Science:Materials International 2021年第5期31卷 688-697页

作者： Mahbub alam Maruf Syed Muhammad Mujtaba Rizvi Mohammed Noor-A-alam Donghyun Shin waseem Haider Ishraq Shabib School of Engineering and Technology Central Michigan University Mechanical Engineering Indiana University-Purdue University Columbus

Fe-and Al-based thin-film metallic glass coatings(Fe44Al34Ti7N15and Al61Ti11N28) were fabricated using magnetron co-sputtering technique, and their corrosion performances compared against wrought 316 L stainless steel. The results of GI-XRD and XPS analyses demonstrated amorphous structure and oxide layer formation on the surface of the fabricated thin films, respectively. The potentiodynamic(PD) polarization test in chloridethiosulfate(NH4Cl + Na2S2O3) solution revealed lower corrosion current(Icorr)(0.42 ± 0.02 μA/cm~2 and0.086 ± 0.001 μA/cm~2 Vs. 0.76 ± 0.05 μA/cm~2), lower passivation current(Ipass)(1.45 ± 0.03 μA/cm~2 and1.83 ± 0.07 μA/cm~2 Vs. 1.98 ± 0.04 μA/cm~2), and approximately six-fold higher breakdown potential(Ebd) for Fe-and Al-based coatings than those of wrought 316 L stainless steel. Electrochemical Impedance Spectroscopy(EIS) of both films showed 4-and 2-fold higher charge transfer resistance(Rct), 7-and 2.5-times higher film resistance(Rf), lower film capacitance values(Qf)(10 ± 2.4 μS-sacm-2, and 5.41 ± 0.8 μS-sacm-2Vs. 18 ± 2.21 μSsacm-2), and lower double-layer capacitance values(Qdl)(31.33 ± 4.74 μS-sacm-2, and 15.3 ± 0.48 μS-sacm-2Vs.43 ± 4.23 μS-sacm-2), indicating higher corrosion resistance of the thin films. Cyclic Voltammetry(CV) scan exhibited that the passive films formed on the Fe-and Al-based coatings were more stable and less prone to pitting corrosion than the wrought 316 L stainless steel. The surface morphology of both films via SEM endorsed the CV scan results, showing better resistance to pitting corrosion. Furthermore, the thermal analysis via TGA and DSC revealed the excellent thermal stability of the thin films over a wide temperature range typically observed in oilgas industries.

关键词： Thin films Metallic glasses X-ray diffraction Photoelectron spectroscopy Corrosion Thermal analysis

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A Brief Clinical Assessment of Cognitive Deficit with Impaired Daily Living Functioning in Parkinson’s Patients with and without Dementia

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Advances in Parkinson's Disease 2016年第2期5卷 15-23页

作者： Sadaf Naeem Rahila Najam Nausheen alam Syed waseem Akhter Department of Pharmacology Faculty of Pharmacy University of Karachi Karachi Pakistan Department of Pharmacology Faculty of Pharmacy Federal Urdu University Karachi Pakistan Department of Neurology Karachi Medical and Dental College Karachi Pakistan

Cognitive decline in Parkinson’s disease (PD) is defined as dementia which affects activities of daily living (ADL) function. Dementia is one of the recognized issues in the treatment of Parkinson’s disease patients (PDP) as it is becoming a major contributor to morbidity. The objective of our study was to evaluate the cognitive decline in Parkinson’s disease patients (PDP) and the influence of cognition on daily living function deterioration in cognitively impaired and cognitively unimpaired PDP. Cognitively impaired PDP (n = 24), and cognitively unimpaired PDP (n = 16) were administered MoCA and MMSE performance based tests for cognitive measurements and Alzheimer’s Disease Cooperative Study Activities of Daily Living Inventory (ADCS-ADL) to determine everyday functioning. The significances of MoCA and MMSE among cognitively impaired PDP and cognitively unimpaired PDP in univariant analysis were P < 0.001 and P < 0.05. In partial correlation, MoCA was strongly related to ADL function as compare to MMSE (r = 0.623, P = 0.001). Cognitively impaired PDP showed significantly lower score on visuo-construction and attention. Among all variables of MoCA domains, attention is strongly associated with instrumental activity daily living (IADL) scores (logistic regression coefficient = 0.672, P = 0.01). These results suggest that dementia affects daily living performances especially the IADL tasks like attention and execution. Therefore, the assessment of complex daily activities particularly IADL is probably useful for the diagnosis of early stage cognitive impairment in PDP. Further MMSE test is less sensitive than MoCA for detecting significant cognitive decline in PDP and impaired attention is an important determinant of ADL functions in cognitively impaired PDP.

关键词： Parkinson’s Disease Patients Activities of Daily Living Montreal Cognitive Assessment Mini Mental State Ex Amination Instrumental Activity of Daily Living

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