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farm management; farmers; humans; models; technology; California
Abstract:
... One of the key issues in regulation of crop robots is the need for human supervision. Economic analysis indicates that autonomous farming potentially reduces agricultural production costs, but such costs may often become higher than conventional when constant on-site human supervision is required by law. However, there are cases where a higher level of crop robot supervision helps maximise profits ...
Bayesian theory; data collection; electroencephalography; models; spectral analysis; time series analysis; wind speed; California
Abstract:
... Spectral analysis discovers trends, periodic and other characteristics of a time series by representing these features in the frequency domain. However, when multivariate time series are considered, and the number of components increases, the size of the spectral density matrix grows quadratically, making estimation and inference rather challenging. The proposed novel Bayesian framework considers ...
algorithms; data collection; energy; equipment; gasoline; models; petroleum; prediction; raw materials; time series analysis; California
Abstract:
... Gasoline, as an extremely important petroleum product, is of great significance to ensure people's living standards and maintain national energy security. In the actual gasoline industrial production environment, the point information collected by industrial devices usually has the characteristics of high dimension, high noise and time series because of the instability of manual operation and equi ...
... Losses of C and N from the forest floor and top 20-cm of soil were estimated following separate severe wildfires at two Long-Term Soil Productivity sites in the Sierra Nevada of California, USA. Experimental treatments applied 20 years prior to the wildfires included factorial combinations of 1) organic matter (OM) removal following clear-cut harvesting (SO, stem only harvest, WTH, whole-tree harv ...
Oncorhynchus tshawytscha; anadromous fish; eggs; estuaries; freshwater; habitat preferences; juveniles; life history; models; research; rivers; salmon; spring; summer; California
Abstract:
... Understanding the spatial and temporal habitat use of a population is a necessary step for recovery planning. For Chinook salmon (Oncorhynchus tshawytscha), variation in their migration and habitat use complicate predicting how restoring habitats could impact total recruitment. To evaluate how juvenile life history variation affects a population’s response to potential restoration, we developed a ...
USDA; algorithms; cropland; environmental assessment; food security; normalized difference vegetation index; precision agriculture; reflectance; spatial data; time series analysis; California; South Dakota
Abstract:
... The 30 m resolution U.S. Department of Agriculture (USDA) crop data layer (CDL) is a widely used crop type map for agricultural management and assessment, environmental impact assessment, and food security. A finer resolution crop type map can potentially reduce errors related to crop area estimation, field size characterization, and precision agriculture activities that requires crop growth infor ...
... Diatom, pollen, silicoflagellate, and biogenic opal analyses from a 155 cm-long gravity core from Pioneer Seamount, offshore Santa Cruz, California (PS1410-06 GC, latitude 37.3°N, longitude 123.4°W, water depth 2165 m) are compiled for the last ~11,300 years and compared with those of ODP 1019 and TN062-O550 from northern California. The relative abundance record of the subtropical diatom Fragilar ...
biogeography; climate; ecosystems; fire history; fire season; fire severity; fuels; historical records; people; resource management; socioeconomics; vapor pressure deficit; vegetation types; wildfires; wildlife; wind speed; California
Abstract:
... AIM: Wildfire burned area, fire size, fire severity and the ecological and socio‐economic impacts of fire have been increasing rapidly in California in recent decades. We summarize the record‐breaking 2020 wildfire season in California statistically, evaluate the drivers of high‐severity burning in the 2020 fires and consider implications for fire and resource management. LOCATION: California, USA ...
... BACKGROUND: Almonds are an important crop in California, and increased yields necessitate that dried in‐hull almonds are stored in the field for longer periods, increasing the potential for postharvest moisture exposure (e.g., rain, fog). Processors are increasingly drying these ‘wet’ almonds to a moisture content of <6% using low heat before the hulling and shelling process in order to reduce mec ...
... Medium-range (1–15 day) precipitation forecasts are increasingly available from global weather models. This study presents evaluation of the Global Forecast System (GFS) for the Volta river basin in West Africa. The evaluation was performed using two satellite-gauge merged products: NASA’s Integrated Multi-satellitE Retrievals (IMERG) “Final Run” satellite-gauge merged rainfall observations, and t ...
USDA Forest Service; algorithms; case studies; data collection; environmental management; forest management; forests; prescribed burning; rangelands; remote sensing; satellites; sustainable forestry; time series analysis; California
Abstract:
... An essential component of sustainable forest management is accurate monitoring of forest activities. Although monitoring efforts have generally increased for many forests throughout the world, in practice, effective monitoring is complex. Determining the magnitude and location of progress towards sustainability targets can be challenging due to diverse forest operations across multiple jurisdictio ...
active ingredients; acute toxicity; adjuvants; almonds; application rate; boscalid; ecotoxicology; exposure pathways; honey; honey bees; industry; insecticides; mortality; propiconazole; pyraclostrobin; solar radiation; California
Abstract:
... Beekeepers report significant honey bee deaths during and after almond bloom. These losses pose a major problem for the California almond industry because of its dependence on honey bees as pollinators. The present study aimed to determine if combinations of pesticides applied during almond bloom during daylight hours were a possible explanation for these losses. In this study we aimed to mimic th ...
earthquakes; evolution; geophysics; models; research; support vector machines; tectonics; California; New Zealand
Abstract:
... Earthquake catalogs are essential to analyze the evolution of active fault systems. The background seismicity rate, or rate of earthquakes that are not directly triggered by other earthquakes, directly relates to the stressing rate, a crucial quantity for understanding the seismic hazards. Determining the background seismicity rate is challenging because aftershock sequences may dominate the seism ...
climate; climate change; data collection; drought; income; politics; runoff; snowpack; water conservation; California; Southwestern United States
Abstract:
... Under a changing climate, droughts are projected to increase in frequency and duration in the Southwestern USA. Between 2012 and 2016, California experienced one of the region’s worst droughts, with record high temperatures and low snowpack, runoff, and precipitation. This study documents small drinking water system managers’ experiences during the 2012–2016 Drought. We contribute to research on w ...
algorithms; energy; hydrologic cycle; prediction; time series analysis; wind; wind power; California; Spain; Wyoming
Abstract:
... In this paper, an efficient new hybrid time series forecasting model combining variational mode decomposition (VMD) and Deep learning mixed Kernel ELM (MKELM) Autoencoder (AE) has been presented for precise prediction of wind power. It is well known that KELM-AE avoids manual tuning of weights of hidden layer nodes, and exhibits superb model generalization property, reduces execution time, and pro ...
Melospiza melodia; adaptive radiation; climate; color; gene flow; genetic drift; genomics; phenotypic variation; physiology; plumage; population structure; California
Abstract:
... Disentangling the effects of neutral and adaptive processes in maintaining phenotypic variation across environmental gradients is challenging in natural populations. Song sparrows (Melospiza melodia) on the California Channel Islands occupy a pronounced east‐west climate gradient within a small spatial scale, providing a unique opportunity to examine the interaction of genetic isolation (reduced g ...
adipocytes; adipose tissue; adiposity; body mass index; breast neoplasms; clinical nutrition; computed tomography; fibrosis; health services; inflammation; lipid content; mortality; prognosis; risk; standard deviation; vertebrae; California
Abstract:
... Computed tomography (CT) scans can measure quantity and distribution of adipose tissue, which are associated with breast cancer prognosis. As a novel prognostic marker, radiodensity of adipose tissue has been examined in multiple cancer types, but never in breast cancer. Lower density indicates larger adipocytes with greater lipid content, whereas higher density can reflect inflammation, fibrosis, ...
air pollution; air quality; carbon; climate; climate models; energy; environment; meteorology; nationalities and ethnic groups; pollutants; public health; California
Abstract:
... An environmental justice (EJ) analysis shows that adoption of low-carbon energy sources in the year 2050 reduces the race/ethnicity disparity in air pollution exposure in California by as much as 20% for PM₂.₅ mass and by as much as 40% for PM₀.₁ mass. An ensemble of six different energy scenarios constructed using the energy-economic optimization model CA-TIMES were evaluated in future years. Cri ...
hazard characterization; humans; remote sensing; wildfires; wildland; wildland-urban interface; California
Abstract:
... Human encroachment into wildlands has resulted in a rapid increase in wildland–urban interface (WUI) expansion, exposing more buildings and population to wildfire risks. More frequent mapping of structures and WUIs at a finer spatial resolution is needed for WUI characterization and hazard assessment. However, most approaches rely on high-resolution commercial satellite data with a particular focu ...
... In the western United States, the number and severity of large wildfires have been growing for decades. Biomass burning (BB) is a major source of volatile organic compounds (VOCs) to the atmosphere both globally and regionally. Following emission, BB VOCs are oxidized while being transported downwind, producing ozone, secondary organic aerosols, and secondary hazardous VOCs. In this research, we m ...