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Remote Sensing For Vital Signs Monitoring Using Advanced Radar Signal Processing TechniquesJanuary 2018 (has links)
abstract: In the past half century, low-power wireless signals from portable radar sensors, initially continuous-wave (CW) radars and more recently ultra-wideband (UWB) radar systems, have been successfully used to detect physiological movements of stationary human beings.
The thesis starts with a careful review of existing signal processing techniques and state of the art methods possible for vital signs monitoring using UWB impulse systems. Then an in-depth analysis of various approaches is presented.
Robust heart-rate monitoring methods are proposed based on a novel result: spectrally the fundamental heartbeat frequency is respiration-interference-limited while its higher-order harmonics are noise-limited. The higher-order statistics related to heartbeat can be a robust indication when the fundamental heartbeat is masked by the strong lower-order harmonics of respiration or when phase calibration is not accurate if phase-based method is used. Analytical spectral analysis is performed to validate that the higher-order harmonics of heartbeat is almost respiration-interference free. Extensive experiments have been conducted to justify an adaptive heart-rate monitoring algorithm. The scenarios of interest are, 1) single subject, 2) multiple subjects at different ranges, 3) multiple subjects at same range, and 4) through wall monitoring.
A remote sensing radar system implemented using the proposed adaptive heart-rate estimation algorithm is compared to the competing remote sensing technology, a remote imaging photoplethysmography system, showing promising results.
State of the art methods for vital signs monitoring are fundamentally related to process the phase variation due to vital signs motions. Their performance are determined by a phase calibration procedure. Existing methods fail to consider the time-varying nature of phase noise. There is no prior knowledge about which of the corrupted complex signals, in-phase component (I) and quadrature component (Q), need to be corrected. A precise phase calibration routine is proposed based on the respiration pattern. The I/Q samples from every breath are more likely to experience similar motion noise and therefore they should be corrected independently. High slow-time sampling rate is used to ensure phase calibration accuracy. Occasionally, a 180-degree phase shift error occurs after the initial calibration step and should be corrected as well. All phase trajectories in the I/Q plot are only allowed in certain angular spaces. This precise phase calibration routine is validated through computer simulations incorporating a time-varying phase noise model, controlled mechanic system, and human subject experiment. / Dissertation/Thesis / Doctoral Dissertation Electrical Engineering 2018
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Mission design of a CubeSat constellation for in-situ monitoring applicationsMtshemla, Kanyisa Sipho January 2017 (has links)
Thesis (MEng (Electrical Engineering))--Cape Peninsula University of Technology, 2017. / Real-time remote monitoring of Africa’s resources, such as water quality, by using terrestrial sensors is impeded by the limited connectivity over the vast rural areas of the continent. Without such monitoring, the effective management of natural resources, and the response to associated disasters such as flooding, is almost impossible. A constellation of nanosatellites could provide near real-time connectivity with ground-based sensors that are distributed across the continent.
This study evaluates the high level development of a mission design for a near real-time remote monitoring CubeSat constellation and ground segment for in-situ monitoring in regions of interest on the African continent. This would facilitate management of scarce resources using a low-cost constellation. To achieve this, the design concept and operation of a Walker constellation are examined as a means of providing connectivity to a low bit rate sensor network distributed across geographic areas of interest in South Africa, Algeria, Kenya and Nigeria.
The mission requirements include the optimisation of the constellation to maintain short revisit times over South Africa and an investigation of the required communications link to perform the operations effectively. STK software is used in the design and evaluation of the constellations and the communications system. The temporal performance parameters investigated are access and revisit times of the constellations to the geographic areas mentioned. The types of constellation configurations examined, involved starting with a system level analysis of one satellite. This seed satellite has known orbital parameters. Then a gradual expansion of two to twelve satellites in one, two and three orbital planes follows. VHF, UHF and S-band communication links are considered for low data rate in-situ monitoring applications. RF link budgets and data budgets for typical applications are determined.
For South Africa, in particular, a total of 12 satellites evenly distributed in a two-plane constellation at an inclination of 39° provide the optimal solution and offer an average daily revisit time of about 5 minutes. This constellation provides average daily access time of more than 16 hours per day. A case study is undertaken that decribes a constellation for the provision of maritime vessel tracking in the Southern African oceans using the Automated Information System (AIS). This service supports the Maritime Domain Awareness (MDA) initiative implemented by the South African Government, under its Operation Phakisa. / National Research Foundation (NRF)
French South African Institute of Technology (F’SATI)
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Flaring and pollution detection in the Niger Delta using remote sensingMorakinyo, Barnabas Ojo January 2015 (has links)
Through the Global Gas Flaring Reduction (GGFR) initiative a substantial amount of effort and international attention has been focused on the reduction of gas flaring since 2002 (Elvidge et al., 2009). Nigeria is rated as the second country in the world for gas flaring, after Russia. In an attempt to reduce and eliminate gas flaring the federal government of Nigeria has implemented a number of gas flaring reduction projects, but poor governmental regulatory policies have been mostly unsuccessful in phasing it out. This study examines the effects of pollution from gas flaring using multiple satellite based sensors (Landsat 5 TM and Landsat 7 ETM+) with a focus on vegetation health in the Niger Delta. Over 131 flaring sites in all 9 states (Abia, Akwa Ibom, Bayelsa, Cross Rivers, Delta, Edo, Imo, Ondo and Rivers) of the Niger Delta region have been identified, out of which 11 sites in Rivers State were examined using a case study approach. Land Surface Temperature data were derived using a novel procedure drawing in visible band information to mask out clouds and identify appropriate emissivity values for different land cover types. In 2503 out of 3001 Landsat subscenes analysed, Land Surface Temperature was elevated by at least 1 ℃ within 450 m of the flare. The results from fieldwork, carried out at the Eleme Refinery II Petroleum Company and Onne Flow Station, are compared to the Landsat 5 TM and Landsat 7 ETM+ data. Results indicate that Landsat data can detect gas flares and their associated pollution on vegetation health with acceptable accuracy for both Land Surface Temperature (range: 0.120 to 1.907 K) and Normalized Differential Vegetation Index (sd ± 0.004). Available environmental factors such as size of facility, height of stack, and time were considered. Finally, the assessment of the impact of pollution on a time series analysis (1984 to 2013) of vegetation health shows a decrease in NDVI annually within 120 m from the flare and that the spatio-temporal variability of NDVI for each site is influenced by local factors. This research demonstrated that only 5 % of the variability in δLST and only 12 % of the variability in δNDVI, with distance from the flare stack, could be accounted for by the available variables considered in this study. This suggests that other missing factors (the gas flaring volume and vegetation speciation) play a significant role in the variability in δLST and δNDVI respectively.
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Human Brucellosis Occurrences in Inner Mongolia, China: A Spatio-Temporal Distribution and Ecological Niche Modeling ApproachJia, Peng, Joyner, Andrew 03 February 2015 (has links)
Background: Brucellosis is a common zoonotic disease and remains a major burden in both human and domesticated animal populations worldwide. Few geographic studies of human Brucellosis have been conducted, especially in China. Inner Mongolia of China is considered an appropriate area for the study of human Brucellosis due to its provision of a suitable environment for animals most responsible for human Brucellosis outbreaks. Methods: The aggregated numbers of human Brucellosis cases from 1951 to 2005 at the municipality level, and the yearly numbers and incidence rates of human Brucellosis cases from 2006 to 2010 at the county level were collected. Geographic Information Systems (GIS), remote sensing (RS) and ecological niche modeling (ENM) were integrated to study the distribution of human Brucellosis cases over 1951-2010. Results: Results indicate that areas of central and eastern Inner Mongolia provide a long-term suitable environment where human Brucellosis outbreaks have occurred and can be expected to persist. Other areas of northeast China and central Mongolia also contain similar environments. Conclusions: This study is the first to combine advanced spatial statistical analysis with environmental modeling techniques when examining human Brucellosis outbreaks and will help to inform decision-making in the field of public health.
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應用Landsat影像於都市碳吸存效益之分析 / Application of Landsat Image in Urban Carbon Sequestration Analysis蔡榮恩, Tsai, Jung En Unknown Date (has links)
自工業革命後,隨著科技的進步,人口、經濟、醫療技術皆快速發展,也因人類需求的增加而大量燃燒化石燃料,大規模的砍伐熱帶雨林,導致大氣中二氧化碳大量增加,進而衍生溫室效應的發生,甚至造成全球氣候變遷。
在全球暖化的狀態下,聯合國氣候變化綱要公約與京都議定書中都明確肯定森林可固定主要溫室氣體二氧化碳,由於森林具備吸收和儲存二氧化碳的能力,其對於生態系統中的碳循環功能扮演重要的角色。若能有效監控森林資源,便能管理溫室氣體,且能提出有效的控管方式。
而本研究將應用遙測技術於碳吸存與環境變化的監測,透過美國大地衛星影像(Landsat)進行不同時期與區域之碳吸存的評估,與以往研究之最大差異為可進行大尺度與多時期的碳吸存評估,並且達到經濟、準確、有效提升效率之目標。
本研究根據光能利用率(Light use efficiency)為基礎模型,計算2005-2010之植生淨初級生產量(Net Primary Productivity, NPP),且配合不同的研究區域:台北、高雄,進一步探討不同的氣候條件與土地利用的條件下,其差異性對於NPP之影響。
成果顯示,在不同環境條件下碳吸存能力受到氣候條件影響最大,且在資料具有缺漏狀態下,依然能反映不同區域之趨勢,雖無法有效評估年總量,但仍可供評估區域性碳吸存能力之趨勢。 / Since the industrial revolution, with the rapid progress of science and technology, population, economy, and medical technology also grow rapidly. Because of increased human demand, coupled with burning lots of fossil fuels, and large-scale felling of tropical rain forests, which result in a significant increase in atmospheric carbon dioxide, and then trigger the greenhouse effect to occur, hence causing global climate change.
Under the global warming condition, the United Nations Framework Convention on Climate Change (UNFCCC) and the Kyoto Protocol (KC) both clearly affirmed that forests can fix the main greenhouse gas—carbon dioxide. Because forests have the ability to absorb and store carbon dioxide, they plan an important role in carbon cycle function for ecosystem. If we can effectively monitor forest resources, we will be able to manage greenhouse gases, and can come up with effective control methods.
In the present study, we will use remote sensing technology to monitor carbon sequestration and environmental changes. Using Landsat images, we assessed carbon sequestration of different time periods and areas. The biggest difference between this study and previous researches is that large-scale and multi-temporal carbon sequestration assessment can be done, and the goals of economic, accurate, and increasing efficiency can be achieved.
In this study, the Net Primary Productivity (NPP) of 2005-2010 was calculated based on the light use efficiency model. By comparing the results of different research areas—Taipei and Kaohsiung, the effects of different climatic conditions and land use conditions on NPP was investigated.
The results show that, under different environmental conditions, the carbon sequestration capacity is affected the most by climatic conditions. Furthermore, in the absence of data, it still can reflect the trend of different regions. Although not being able to effectively assess the total amount of a year, it still can be used to assess the trend of regional carbon sequestration capacity.
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Development of a remote wireless monitoring system for large farmsRootman, Adriaan Cornelius January 2012 (has links)
Thesis submitted in fulfilment of the requirements for the degree
Master of Technology: Electrical Engineering
at the Cape Peninsula University of Technology, 2012 / This research project addresses the unique challenges of extensive farming in terms of
monitoring and controlling remote equipment or events. Poorly maintained roads and
escalating fuel costs increase difficulty of farming and the time spent on physically
monitoring remote sites further reduces financial yields. The research showed that there are
very few solutions that implement wireless or electronic technology to overcome the
challenges associated with these isolated and arid areas and that a low-cost, long range
wireless telemetry solution that is easy to use would be beneficial for the extensive farming
industry. It was therefore the aim of this project to develop a remote monitoring and
controlling solution that implements wireless technology to convey information of activities
around the farm utilising electronic means.
To be able to successfully develop a wireless telemetry solution that will accurately meet the
needs of this specific sector of industry, market research was conducted. To guide the
research, the QFD (quality function deployment) process for product development has been
implemented. The research consisted out of various aspects including a survey, financial
considerations and international comparisons. The research also aided in the understanding
of the day-to-day activities and also the physical parameters of extensive farms. Also,
currently available technologies and products were evaluated to establish whether
similarities exist that will aid in the development of a new product.
The development process was based on the results obtained in the market research and
resulted in a wireless telemetry solution that overcame all the design challenges and proved
to be technically feasible, successfully addressing the application requirements. Zigbee
technology was utilized for wireless communication because it provided an off-the-shelf
solution with a number of readily available development platforms from various technology
providers. A communication range of up to 6 kilometres with a transmitted power of 11dBm
was achieved for point-to-point communication and a mesh network topology has been
implemented for even longer range and complete coverage on farms. Various types of
measurements have been catered for, with custom-designed instrumentation which enabled
measurements such as water levels, movement and analogue signals. Also, a basic user
interface was developed to enable the user to monitor or control the equipment or events
remotely from a personal computer, locally or even over the internet.
The results of this research project showed that by carefully selecting available technologies
and understanding the application, it is possible to develop a solution that addresses the
monitoring and controlling needs associated with extensive farming. The wireless telemetry
system that was developed resulted in a saving equal to 10% of the total expenses of the
farms per year. The telemetry system is therefore a financially feasible solution with a
payback period of less than 1 year and far below the initial estimated budget. Without the
need to physically monitoring equipment and events, an increase in productivity and the
expansion of the overall enterprise is a further benefit added unto the monetary savings. In
addition to the financial benefits of implementing new wireless technology, this is an
opportunity to contribute to a cleaner and more sustained future as a legacy for the next
generation by reducing the carbon footprint of the farm.
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