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Seamless climate change projections and seasonal predictions for bushfires in Australia 澳大利亚森林大火的无缝气候变化预测和季节性预测
IF 3.6 4区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2020-12-17 DOI: 10.1071/ES20001
A. Dowdy
Spatio-temporal variations in fire weather conditions are presented based on various data sets, with consistent approaches applied to help enable seamless services over different time scales. Recent research on this is shown here, covering climate change projections for future years throughout this century, predictions at multi-week to seasonal lead times and historical climate records based on observations. Climate projections are presented based on extreme metrics with results shown for individual seasons. A seasonal prediction system for fire weather conditions is demonstrated here as a new capability development for Australia. To produce a more seamless set of predictions, the data sets are calibrated based on quantile-quantile matching for consistency with observations-based data sets, including to help provide details around extreme values for the model predictions (demonstrating the quantile matching for extremes method). Factors influencing the predictability of conditions are discussed, including pre-existing fuel moisture, large-scale modes of variability, sudden stratospheric warmings and climate trends. The extreme 2019–2020 summer fire season is discussed, with examples provided on how this suite of calibrated fire weather data sets was used, including long-range predictions several months ahead provided to fire agencies. These fire weather data sets are now available in a consistent form covering historical records back to 1950, long-range predictions out to several months ahead and future climate change projections throughout this century. A seamless service across different time scales is intended to enhance long-range planning capabilities and climate adaptation efforts, leading to enhanced resilience and disaster risk reduction in relation to natural hazards.
火灾天气条件的时空变化基于不同的数据集,采用一致的方法来帮助实现不同时间尺度上的无缝服务。这里展示了关于这方面的最新研究,包括对本世纪未来几年的气候变化预测、多周到季节性提前期的预测以及基于观测的历史气候记录。气候预测是根据极端指标提出的,其结果显示为个别季节。作为澳大利亚的一项新能力发展,这里展示了火灾天气条件的季节性预测系统。为了产生更加无缝的预测集,数据集基于分位数-分位数匹配进行校准,以与基于观测的数据集保持一致性,包括帮助为模型预测提供有关极值的详细信息(演示极值的分位数匹配方法)。讨论了影响条件可预测性的因素,包括预先存在的燃料水分、大尺度变率模式、平流层突然变暖和气候趋势。讨论了2019-2020年夏季极端火灾季节,并举例说明了如何使用这套校准的火灾天气数据集,包括提前几个月向消防机构提供的长期预测。这些火灾天气数据集现在以一致的形式提供,涵盖1950年以来的历史记录,未来几个月的长期预测以及整个本世纪的未来气候变化预测。跨不同时间尺度的无缝服务旨在加强长期规划能力和气候适应工作,从而增强抵御自然灾害的能力和减少灾害风险。
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引用次数: 15
Seasonal climate summary for the southern hemisphere (spring 2018): positive Indian Ocean Dipole and Australia 南半球季节气候摘要(2018年春季):印度洋偶极子和澳大利亚正
IF 3.6 4区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2020-11-19 DOI: 10.1071/es20007
B. Trewin
This is a summary of the southern hemisphere atmospheric circulation patterns and meteorological indices for spring 2018; an account of seasonal rainfall and temperature for the Australian region and broader southern hemisphere is also provided. A positive phase of the Indian Ocean Dipole developed during the season, and the central and eastern equatorial Pacific were warmer than average without reaching El Niño thresholds. It was Australia’s driest September on record, before rainfall of closer to average in October and November. It was warmer than average, especially in northern Australia, with coastal Queensland affected by extreme heat and wildfires in November. It was one of the three warmest springs on record for the southern hemisphere as a whole, and was notably dry in southern and eastern Africa.
这是2018年春季南半球大气环流模式和气象指数的总结;还提供了澳大利亚地区和更广泛的南半球的季节性降雨和温度的说明。印度洋偶极子正相在该季节形成,赤道太平洋中部和东部比平均温度高,但没有达到El Niño阈值。这是澳大利亚有记录以来最干旱的9月份,而10月和11月的降雨量接近平均水平。今年的气温高于平均水平,尤其是在澳大利亚北部,昆士兰沿海地区在11月受到了极端高温和野火的影响。这是南半球有记录以来最热的三个春季之一,非洲南部和东部的干旱尤为明显。
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引用次数: 0
Seasonal climate summary for the southern hemisphere (autumn 2018): a weak La Niña fades, the austral autumn remains warmer and drier 南半球季节气候摘要(2018年秋季):弱La Niña减弱,南方秋季保持温暖干燥
IF 3.6 4区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2020-11-19 DOI: 10.1071/es19039
Bernard Chapman, Katie Rosemond
This is a summary of the austral autumn 2018 atmospheric circulation patterns and meteorological indices for the southern hemisphere, including an exploration of the season’s rainfall and temperature for the Australian region. The weak La Niña event during summer 2017–18 was in retreat as the southern hemisphere welcomed the austral autumn, and before midseason, it had faded. With the El Niño Southern Oscillation and the Indian Ocean Dipole in neutral phases, their influence on the climate was weakened. Warmer than average sea surface temperatures dominated much of the subtropical South Pacific Ocean and provided favourable conditions for the formation of a rare subtropical cyclone over the southeast Pacific Ocean in May. The southern hemisphere sea ice extent was slightly below the autumn seasonal average. The southern hemisphere overall during autumn was drier and warmer than the seasonal average. The season brought warmer than average temperatures and average rains to parts of the continents of Africa and South America. Australia recorded its fourth-warmest autumn, partly due to an intense, extensive and persistent heatwave, which occurred during the midseason. An extraordinary and record-breaking rainfall event occurred over Tasmania’s southeast, under the influence of a negative Southern Annular Mode. The mainland’s northeastern tropical region was wetter than average as a result of tropical cyclones, which formed during an active monsoon. These areas, however, were in contrast to the rest of the continent, which followed the trend of the previous season and remained drier than average; consequently, rainfall deficiencies emerged across the southern half of Australia, and some areas witnessed an increase in extent and severity of these deficiencies.
本文总结了2018年南半球秋季的大气环流模式和南半球的气象指数,包括对澳大利亚地区该季节降雨和温度的探索。2017-18年夏季La Niña活动减弱,因为南半球迎来了南方的秋天,在季节中期之前,它已经消退。随着El Niño南方涛动和印度洋偶极子处于中性相位,它们对气候的影响减弱。副热带南太平洋大部分海域的海面温度高于平均水平,为5月东南太平洋上空形成一个罕见的副热带气旋提供了有利条件。南半球海冰范围略低于秋季季节平均水平。南半球整个秋季比季节平均更干燥、更温暖。这个季节给非洲和南美大陆的部分地区带来了比平均温度更高的气温和平均降雨量。澳大利亚录得第四热的秋天,部分原因是在季节中期发生了强烈、广泛和持续的热浪。在负南环模式的影响下,塔斯马尼亚州东南部发生了一场非同寻常的破纪录的降雨事件。由于季风活动期间形成的热带气旋,大陆东北热带地区比平均水平更潮湿。然而,这些地区与非洲大陆的其他地区形成对比,后者遵循上一季的趋势,仍然比平均水平干燥;因此,澳大利亚南半部出现了降雨不足的现象,一些地区的降雨不足程度和严重程度都有所增加。
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引用次数: 3
Climate services in the UK Met Office – challenges and solutions 英国气象局的气候服务-挑战和解决方案
IF 3.6 4区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2020-10-15 DOI: 10.1071/es19030
C. Hewitt
The development, delivery, uptake and use of climate services face numerous challenges including the fact that decision-makers often need information that is beyond the current scientific capability, insufficient capacity amongst climate service providers to be able to meet the demands from decision-makers, shortcomings in the awareness and understanding of available knowledge, and insufficient understanding by climate service providers of the needs of decision-makers. This article provides examples of the UK Met Office’s international climate service activities in Commonwealth small island states, China and Europe, highlighting specific challenges. Based on experiences developing and delivering climate services and collaborating with a range of actors, some approaches that help overcome, or at least reduce, these challenges include undertaking focused user engagement, collaboration and partnerships, developing prototypes and conducting trials of these prototypes with the users, evolving the science and the services based on the users’ needs to better serve societal needs.
气候服务的开发、提供、吸收和使用面临着许多挑战,包括决策者往往需要超出当前科学能力的信息,气候服务提供者满足决策者需求的能力不足,对现有知识的认识和理解不足,以及气候服务提供者对决策者需求的理解不足。本文提供了英国气象局在英联邦小岛屿国家、中国和欧洲开展国际气候服务活动的例子,突出了具体的挑战。根据开发和提供气候服务以及与一系列行动者合作的经验,一些有助于克服或至少减少这些挑战的方法包括开展重点用户参与、合作和伙伴关系,开发原型并与用户一起对这些原型进行试验,根据用户的需求发展科学和服务,以更好地服务于社会需求。
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引用次数: 2
Configuration and spin-up of ACCESS-CM2, the new generation Australian Community Climate and Earth System Simulator Coupled Model 新一代澳大利亚社区气候与地球系统模拟器耦合模式ACCESS-CM2的配置与启动
IF 3.6 4区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2020-10-08 DOI: 10.1071/es19040
Daohua Bi, M. Dix, S. Marsland, S. O’Farrell, Arnold Sullivan, R. Bodman, R. Law, I. Harman, J. Srbinovsky, H. Rashid, P. Dobrohotoff, C. Mackallah, Hailin Yan, A. Hirst, A. Savita, Fabio Boeira Dias, M. Woodhouse, R. Fiedler, A. Heerdegen
A new version of the Australian Community Climate and Earth System Simulator coupled model, ACCESS-CM2, has been developed for a wide range of climate modelling research and applications. In particular, ACCESS-CM2 is one of Australia’s contributions to the World Climate Research Programme’s Coupled Model Intercomparison Project Phase 6 (CMIP6). Compared with the ACCESS1.3 model used for our CMIP5 submission, all model components have been upgraded as well as the coupling framework (OASIS3-MCT) and experiment control system (Rose/Cylc). The component models are: UM10.6 GA7.1 for the atmosphere, CABLE2.5 for the land surface, MOM5 for the ocean, and CICE5.1.2 for the sea ice. This paper describes the model configuration of ACCESS-CM2, documents the experimental set up, and assesses the model performance for the preindustrial spin-up simulation in comparison against (reconstructed) observations and ACCESS1.3 results. While the performance of the two generations of the ACCESS coupled model is largely comparable, ACCESS-CM2 shows better global hydrological balance, more realistic ocean water properties (in terms of spatial distribution) and meridional overturning circulation in the Southern Ocean but a poorer simulation of the Antarctic sea ice and a larger energy imbalance at the top of atmosphere. This energy imbalance reflects a noticeable warming trend of the global ocean over the spin-up period.
澳大利亚社区气候和地球系统模拟器耦合模型ACCESS-CM2的新版本已经开发出来,用于广泛的气候模拟研究和应用。特别是ACCESS-CM2是澳大利亚对世界气候研究计划耦合模式比较项目第6阶段(CMIP6)的贡献之一。与我们提交CMIP5时使用的ACCESS1.3模型相比,所有模型组件以及耦合框架(OASIS3-MCT)和实验控制系统(Rose/Cylc)都进行了升级。分量模式为:UM10.6 GA7.1用于大气,CABLE2.5用于陆地表面,MOM5用于海洋,CICE5.1.2用于海冰。本文描述了ACCESS-CM2的模型配置,记录了实验设置,并与(重建)观测结果和ACCESS1.3结果进行比较,评估了模型在工业化前自旋模拟中的性能。虽然两代ACCESS耦合模式的性能在很大程度上具有可比性,但ACCESS- cm2表现出更好的全球水文平衡,更真实的海洋水特性(就空间分布而言)和南大洋经向翻转环流,但对南极海冰的模拟较差,大气顶部的能量不平衡较大。这种能量不平衡反映了自旋上升时期全球海洋明显变暖的趋势。
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引用次数: 108
Sea surface height trends in the southern hemisphere oceans simulated by the Brazilian Earth System Model under RCP4.5 and RCP8.5 scenarios RCP4.5和RCP8.5情景下巴西地球系统模式模拟的南半球海洋海面高度趋势
IF 3.6 4区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2020-10-08 DOI: 10.1071/es19042
E. Giarolla, Sandro F. Veiga, P. Nobre, Manoel B DA Silva, V. Capistrano, Andyara O. Callegare
The Brazilian Earth System Model (BESM-OA2.5), while simulating the historical period proposed by the fifth phase of the Coupled Model Intercomparison Project (CMIP5), detects an increasing trend in the sea surface height (SSH) on the southern hemisphere oceans relative to that of the pre-industrial era. The increasing trend is accentuated in the CMIP5 RCP4.5 and RCP8.5 future scenarios with higher concentrations of greenhouse gases in the atmosphere. This study sheds light on the sources of such trends in these regions. The results suggest an association with the thermal expansion of the oceans in the upper 700m due to a gradual warming inflicted by those future scenarios. BESM-OA2.5 presents a surface height increase of 0.11m in the historical period of 1850–2005. Concerning future projections, BESM-OA2.5 projects SSH increases of 0.14 and 0.23m (relative to the historical 2005 value) for RCP4.5 and RCP8.5, respectively, by the end of 2100. These increases are predominantly in a band of latitude within 35–60°S in the Atlantic and Indian oceans. The reproducibility of the trend signal detected in the BESM-OA2.5 simulations is confirmed by the results of three other CMIP5 models.
巴西地球系统模式(bsm - oa2.5)在模拟耦合模式比对项目(CMIP5)第五阶段提出的历史时期时,发现南半球海洋的海面高度(SSH)相对于工业化前时代有增加的趋势。在CMIP5、RCP4.5和RCP8.5未来情景中,随着大气中温室气体浓度的增加,这种增加趋势更加明显。这项研究揭示了这些地区这种趋势的来源。结果表明,由于这些未来情景造成的逐渐变暖,与700米以上海洋的热膨胀有关。在1850 ~ 2005年间,bsm - oa2.5地表高度增加了0.11m。关于未来的预测,bsm - oa2.5预测,到2100年底,RCP4.5和RCP8.5的海平面高度将分别增加0.14和0.23米(相对于2005年的历史值)。这些增加主要发生在大西洋和印度洋35-60°S纬度范围内。另外三个CMIP5模式的结果证实了bsm - oa2.5模拟中探测到的趋势信号的可重复性。
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引用次数: 3
Atmospheric rivers in the Australia–Asian region under current and future climate in CMIP5 models 当前和未来气候下CMIP5模式下澳大利亚-亚洲地区大气河流
IF 3.6 4区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2020-10-05 DOI: 10.1071/es19044
Ying Xu, Huqiang Zhang, Yanju Liu, Zhenyu Han, Botao Zhou
Atmospheric rivers (ARs), as long and narrow bands of strong water vapour transport in the lower troposphere, have drawn increasing scientific attention in recent years. Results from a collaborative project between the Australian Bureau of Meteorology and China Meteorological Administration have shown some unique AR characteristics embedded within the Australia–Asian monsoon based on observational analyses. As part of the project, this study focused on assessing the skill of global climate models for simulating ARs in the region under current climate and their projected changes due to global warming. Daily data from 17 Coupled Model Intercomparison Project Phase 5 (CMIP5) models in their historical and Representative Concentration Pathway (RCP) 8.5 simulations were analysed for the periods of 1981–2005 and 2081–2100 respectively. Compared with results derived from European Centre for Medium-Range Weather Forecasts ERA-interim reanalysis data, these model ensemble results showed significant seasonal variations of horizontal water vapour transport as observed, but their magnitudes measured by vertically integrated water vapour transport (IVT) were weaker, particularly for the East Asian summer monsoon. Using an objective AR detection algorithm based on 85th percentile IVT magnitude and its geometry, we showed that multi-model-ensemble (MME) averaged AR occurrence agreed well with the results derived from the reanalysis for their spatial distributions and seasonal variations. Under the RCP8.5 global warming scenario, the model ensembles, overall, showed an enhanced water vapour transport, primarily due to increased atmospheric humidity associated with a warmed atmosphere. Consequently, they simulated increased AR frequency and bigger AR size in most of the region, particularly over north and northeast China and southern Australia. However, the MME results showed a reduced AR frequency and size in July/August in southern and eastern part of China and its adjacent waters. We attributed these results to the response of the Western North Pacific Subtropical High (WNPSH) to global warming. Our analysis showed that westward expansion of WNPSH lead to the shift of ARs more inland in East Asia. In this case, eastern China was directly under the control of WNPSH, which did not favour AR development and penetration into the region. Our analyses of ARs in the A–A monsoon system offers new insight in understanding potential climate changes in the monsoon region under warmed climate.
大气河(ARs)作为对流层低层强水汽输送的狭长带,近年来引起了越来越多的科学关注。澳大利亚气象局和中国气象局合作项目的结果显示,基于观测分析,澳大利亚-亚洲季风具有一些独特的AR特征。作为该项目的一部分,本研究侧重于评估全球气候模式在当前气候条件下模拟该地区ARs的技能及其因全球变暖而预估的变化。对17个耦合模式比对项目第5阶段(CMIP5)模式的历史和代表性浓度路径(RCP) 8.5模拟资料进行了1981—2005年和2081—2100年的逐日分析。与欧洲中期天气预报中心era -中期再分析资料的结果相比,这些模式集合结果显示水平水汽输送的显著季节变化,但垂直综合水汽输送(IVT)测量的强度较弱,特别是东亚夏季风。利用基于第85百分位IVT大小及其几何形状的客观AR检测算法,我们发现多模式集合(MME)平均AR发生率与再分析的空间分布和季节变化结果吻合得很好。在RCP8.5全球变暖情景下,模式整体显示水汽输送增强,主要是由于与变暖大气相关的大气湿度增加。因此,他们模拟了在大多数地区,特别是在中国北部和东北部以及澳大利亚南部,增强的频率和更大的增强的规模。然而,MME结果显示,7 / 8月中国南部和东部及其邻近海域的AR频率和规模有所减少。我们将这些结果归因于北太平洋副热带高压(WNPSH)对全球变暖的响应。分析表明,西太平洋副热带气旋西扩导致东亚副热带气旋向内陆转移。在这种情况下,中国东部直接处于西北西北地区的控制之下,这不利于AR的发展和渗透到该地区。我们对A-A季风系统ARs的分析为理解气候变暖条件下季风区的潜在气候变化提供了新的视角。
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引用次数: 5
Response time of temperature measurements at automatic weather stations in Australia 澳洲自动气象站温度测量的响应时间
IF 3.6 4区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2020-10-05 DOI: 10.1071/es19032
G. Ayers, J. Warne
Bureau of Meteorology automatic weather stations (AWS) are employed to record 1-min air temperature data in accord with World Meteorological Organization recommendations. These 1-min values are logged as the value measured for the last second in each minute. The Bureau explains that this is appropriate because the inherent measurement system time constant means the 1-s data are not instantaneous, but are an average smoothed over the previous 40–80s. To test this proposition in the field air temperature data were measured at 1-Hz at two Bureau AWS sites between April and June 2018. The frequency distribution of the differences between each 1-s value and the 60-s average centred on that value provided information on the overall measurement system response time constant. Expressed in terms of an e-folding measurement system response time, the data from the two measurement systems studied yielded response times in the range 50–150s, largely consistent with the Bureau’s explanation.
根据世界气象组织的建议,使用气象局自动气象站(AWS)记录1分钟气温数据。这些1分钟的值被记录为每分钟最后一秒的测量值。该局解释说,这是合适的,因为固有的测量系统时间常数意味着1秒的数据不是瞬时的,而是在过去40 - 80秒的平均平滑。为了在现场测试这一命题,我们在2018年4月至6月期间在两个AWS站点以1 hz的频率测量了空气温度数据。每个1秒值和60秒平均值之间的差值的频率分布以该值为中心,提供了有关整个测量系统响应时间常数的信息。以电子折叠测量系统的反应时间表示,所研究的两个测量系统的数据的反应时间在50 - 150秒之间,与本局的解释基本一致。
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引用次数: 0
Extraordinary sequence of severe weather events in the late-nineteenth century 19世纪晚期一系列异常恶劣的天气事件
IF 3.6 4区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2020-10-05 DOI: 10.1071/es19041
J. Callaghan
Between 1883 and 1898, 24 intense tropical cyclones and extra tropical cyclones directly impacted on the southern Queensland and northern New South Wales coasts, with at least 200 fatalities in what was then a sparsely populated area. These events also caused record floods and rainfall, for example Brisbane City experienced its two largest ever floods over this period and Brisbane City set a 24-h rainfall record that still stands today. Additionally, a 24-h rainfall total of 907mm occurred in a tributary of the upper Brisbane River resulting in a 15-m wall of water advancing down the river. Recent studies have shown that this part of Australia incurs the largest weather-related insurance losses. A major focus in this study is the seas these storms generated, leading to the loss of many marine craft and changes these waves brought to coastal areas. As a famous example of coastal erosion near Brisbane, the continual impacts from large waves caused a channel to form through Stradbroke Island to the open ocean forming two separate islands. Details of how this channel formed are described in relation to the storms. A climatology study of 239 Australian east coast storms that caused severe ocean damage between Brisbane and the Victorian border over the period between 1876 and February 2020 showed that 153 events occurred with a positive Southern Oscillation Index (SOI) trend and 86 events with a negative trend. The most active years were 1893 and 1967, both during positive SOI periods and both dominated by tropical cyclone activity. The 1893 events caused unparalleled floods and strongly contributed to the Jumpinpin breakthrough on Stradbroke Island, and the 1967 event was associated with historical Gold Coast beach erosion causing 9 billion normalised Australian dollars of insurance losses. The study also showed how direct tropical cyclone impacts in the study area decreased markedly following the June 1976 climate shift.
1883年至1898年间,24个强烈热带气旋和超强热带气旋直接影响了昆士兰州南部和新南威尔士州北部海岸,在当时人口稀少的地区,至少有200人死亡。这些事件还造成了创纪录的洪水和降雨,例如布里斯班市在此期间经历了有史以来最大的两次洪水,布里斯班市创造了24小时降雨记录,至今仍保持不变。此外,布里斯班河上游的一条支流24小时总降雨量达907毫米,造成15米高的水墙向下游推进。最近的研究表明,澳大利亚的这部分地区遭受的与天气有关的保险损失最大。这项研究的一个主要焦点是这些风暴产生的海洋,导致许多海洋船只的损失,以及这些海浪给沿海地区带来的变化。作为布里斯班附近海岸侵蚀的一个著名例子,大浪的持续冲击导致一条海峡形成,穿过斯特拉德布鲁克岛到开阔的海洋,形成两个独立的岛屿。这条通道如何形成的细节与风暴有关。对1876年至2020年2月期间在布里斯班和维多利亚边境之间造成严重海洋破坏的239次澳大利亚东海岸风暴进行的气候学研究表明,153次事件发生了正的南方涛动指数(SOI)趋势,86次事件发生了负趋势。最活跃的年份是1893年和1967年,均处于SOI正期,且均以热带气旋活动为主。1893年的事件造成了前所未有的洪水,并在很大程度上促成了Stradbroke岛的Jumpinpin突破,1967年的事件与黄金海岸历史上的海滩侵蚀有关,造成了90亿澳元的正常保险损失。研究还表明,1976年6月气候变化后,研究区热带气旋的直接影响显著减少。
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引用次数: 5
Content enhancement with augmented reality and machine learning 增强现实和机器学习的内容增强
IF 3.6 4区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2020-10-01 DOI: 10.1071/ES19046
J. Freeman
Content enhancement of real-world environments is demonstrated through the combination of machine learning methods with augmented reality displays. Advances in machine learning methods and neural network architectures have facilitated fast and accurate object and image detection, recognition and classification, as well as providing machine translation, natural language processing and neural network approaches for environmental forecasting and prediction. These methods equip computers with a means of interpreting the natural environment. Augmented reality is the embedding of computer-generated assets within the real-world environment. Here I demonstrate, through the development of four sample mobile applications, how machine learning and augmented reality may be combined to create localised, context aware and user-centric environmental information delivery channels. The sample mobile applications demonstrate augmented reality content enhancement of static real-world objects to deliver additional environmental and contextual information, language translation to facilitate accessibility of forecast information and a location aware rain event augmented reality notification application that leverages a nowcasting neural network.
通过将机器学习方法与增强现实显示器相结合,展示了现实世界环境的内容增强。机器学习方法和神经网络架构的进步促进了快速准确的对象和图像检测、识别和分类,并为环境预测和预测提供了机器翻译、自然语言处理和神经网络方法。这些方法使计算机具备了解释自然环境的手段。增强现实是将计算机生成的资产嵌入到现实世界环境中。在这里,我将通过开发四个示例移动应用程序来演示如何将机器学习和增强现实相结合,以创建本地化、上下文感知和以用户为中心的环境信息传递渠道。示例移动应用程序演示了增强现实内容对静态现实世界对象的增强,以提供额外的环境和上下文信息,语言翻译以促进预测信息的可访问性,以及利用临近广播神经网络的位置感知雨事件增强现实通知应用程序。
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引用次数: 4
期刊
Journal of Southern Hemisphere Earth Systems Science
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