Preprints
Filtering by Subject: Engineering
A Stacked Machine Learning Algorithm for Multi-Step Ahead Prediction of Soil Moisture
Published: 2022-11-21
Subjects: Engineering
A trustworthy assessment of soil moisture content plays a significant role in irrigation planning and in controlling various natural disasters such as floods, landslides, and droughts. Various Machine Learning Models (MLMs) have been used to increase the accuracy of soil moisture content prediction. The present investigation aims to apply MLMs with novel structures for the estimation of daily [...]
The future of coastal monitoring through satellite remote sensing
Published: 2022-11-15
Subjects: Engineering, Physical Sciences and Mathematics
Satellite remote sensing is transforming coastal science from a ‘data-poor’ field into a ‘data-rich’ field. Sandy beaches are dynamic landscapes that change in response to long-term pressures, short-term pulses, and anthropogenic interventions. Until recently, the rate and breadth of beach change has outpaced our ability to monitor those changes, due to the spatiotemporal limitations of our [...]
Bayesian analysis of ground motion models using chimney fragility curves: 2021, 5.9-Mw Woods Point intraplate earthquake, Victoria, Australia
Published: 2022-11-15
Subjects: Earth Sciences, Engineering, Physical Sciences and Mathematics, Probability, Statistics and Probability
The 22 September 2021 (AEST) Mw 5.9 Woods Point earthquake occurred in an intraplate setting (southeast Australia) approximately 130 km East Northeast of the central business district of Melbourne (pop. ∼5.15 million). A lack of seismic instrumentation and a low population density in the epicentral region resulted in a dearth of near-source instrumental and “felt” report intensity data, limiting [...]
Gaia: Complex Systems Prediction for Time to Adapt to Climate Shocks
Published: 2022-11-08
Subjects: Engineering, Life Sciences, Physical Sciences and Mathematics
A proposal, called “Gaia”, that life regulates Earth’s climate to its advantage, is partially supported by Earth’s climate history, wherein temperature fluctuations over the past ca. half billion years have mostly been small enough to protect life from extremes of climatic fluctuations, while global temperatures overall cooled during the 3.8 Ga when life was present, in spite of increased solar [...]
CO2 transport and storage feasibility and cost study for ASEAN
Published: 2022-11-08
Subjects: Engineering, Physical Sciences and Mathematics
Carbon Capture and Storage (CCS) technology is expected to a play a significant role in reducing CO2 emissions globally. The first steps for successful deployment include identifying CO2 storage potential, determining CO2 injection rates, evaluating of CO2 transport options, estimating associated costs, and facilitating policy and regulatory frameworks. To evaluate the CCS feasibility in [...]
A Stacked Machine Learning Algorithm for Multi-Step Ahead Prediction of Soil Moisture
Published: 2022-11-06
Subjects: Engineering
A trustworthy assessment of soil moisture content plays a significant role in irrigation planning and in controlling various natural disasters such as floods, landslides, and droughts. Various Machine Learning Models (MLMs) have been used to increase the accuracy of soil moisture content prediction. The present investigation aims to apply MLMs with novel structures for the estimation of daily [...]
Dynamic Mode Decomposition for Analyzing Dynamics in Multi-phase Flow in Porous Media
Published: 2022-11-05
Subjects: Engineering, Physical Sciences and Mathematics
For multi-phase flow through multi-scale heterogeneous porous media, such as the pore space of rocks, the interaction between multiple immiscible fluids and an intricate network of pores, creates a wide range of dynamic flow phenomena. At larger scales i.e. scales relevant for practical applications such as carbon sequestration, this interplay of dynamic phenomena is often referred to as [...]
Carbon dioxide storage resource use trajectories consistent with US climate change mitigation scenarios
Published: 2022-11-03
Subjects: Engineering
To progress decarbonisation in the United States, numerous techno-economic models have been built projecting climate change mitigation scenarios that include CO2 storage deployment at annual injection rates of 0.3 – 1.7 Gt yr-1 by 2050. However, these projections do not include geological, technical, or socio-economic factors that could impede the growth of geological storage resource use. Here, [...]
Seasonal biodegradation of the artificial sweetener acesulfame enhances its use as a transient wastewater tracer
Published: 2022-10-22
Subjects: Engineering
The persistence of the artificial sweetener acesulfame potassium (ACE) in wastewater treatment and subsequently in the aquatic environment has made it a widely used marker of wastewater in both surface water and groundwater. However, the recently observed biodegradation of ACE during wastewater treatment has questioned the validity of this application. In this study, we assessed the use of ACE [...]
On spatially correlated observations in a particle method for subsidence estimation
Published: 2022-10-13
Subjects: Engineering, Physical Sciences and Mathematics
The particle method is an ensemble-based data assimilation method for state- and parameter estimation in a quasi-static problem. We apply the particle method in two different experiments with models of increasing complexity. The first model, which calculates subsidence for a single observation point due to a single source of strain, considers uncorrelated parameters and observations. In the [...]
Optimising Renewable Generation Configurations of Off-Grid Green Ammonia Production Systems considering Haber-Bosch Flexibility
Published: 2022-10-12
Subjects: Engineering
Green ammonia has received increasing interest for its potential as an energy carrier in the international trade of renewable power. This paper considers Australia’s prospects for green ammonia production from an exporter’s perspective by highlighting Australia’s competitive advantage in renewable resource quality and seasonal complementarity to its potential trade buyers. Although renewable [...]
A Global-Scale Characterization of Streamflow Extremes
Published: 2022-10-12
Subjects: Engineering
The increasing risk of floods across the globe needs focused attention because of the extensive damage to human lives and economy. A comprehensive understanding of its causative factors is of vital importance. Yet catchment characterization studies are generally limited to case studies or regional domains. A comprehensive global characterization is currently unavailable, which requires collecting [...]
Storage Integrity during Underground Hydrogen Storage in Depleted Gas Reservoirs
Published: 2022-10-12
Subjects: Engineering
The transition of energy from fossil fuels to renewable energy particularly hydrogen is becoming the centre of decarbonization and roadmap to achieve net-zero carbon emission. To meet the requirement of large-scale hydrogen storage as a key part of hydrogen supply chain, underground hydrogen storage can be the ultimate solution to economically store hydrogen thus meet global energy demand. [...]
A Systematic Review of Deep Learning Applications in Streamflow Data Augmentation and Forecasting
Published: 2022-09-26
Subjects: Civil and Environmental Engineering, Engineering, Environmental Engineering
The volume and variety of Earth data have increased as a result of growing attention to climate change and, subsequently, the availability of large-scale sensor networks and remote sensing instruments. This data has been an important resource for data-driven studies to generate practical knowledge and services, support environmental modeling and forecasting needs, and transform climate and earth [...]
TempNet – Temporal Super Resolution of Radar Rainfall Products with Residual CNNs
Published: 2022-09-22
Subjects: Civil and Environmental Engineering, Engineering
The temporal and spatial resolution of rainfall data is crucial for environmental modeling studies in which its variability in space and time is considered as a primary factor. Rainfall products from different remote sensing instruments (e.g., radar, satellite) have different space-time resolutions because of the differences in their sensing capabilities and post-processing methods. In this [...]