Preprints
Filtering by Subject: Engineering
Integrating Scientific Knowledge into Machine Learning using Interactive Decision Trees
Published: 2021-07-24
Subjects: Civil and Environmental Engineering, Engineering, Environmental Engineering
Decision Trees (DT) is a machine learning method that has been widely used in the geosciences to automatically extract patterns from complex and high dimensional data. However, like any data-based method, the application of DT is hindered by data limitations and potentially physically unrealistic results. We develop interactive DT (iDT) that put the human in the loop and integrate the power of [...]
An open-source package with interactive Jupyter Notebooks to enhance the accessibility of reservoir operations simulation and optimisation
Published: 2021-07-13
Subjects: Engineering
In this paper we present the interactive Reservoir Operations Notebooks and Software (iRONS) toolbox for reservoir modelling and optimisation. The toolbox is meant to serve the research and professional community in hydrology and water resource management and contribute to bridge the gaps between them. iRONS is composed of a package of Python core functions and a set of interactive Jupyter [...]
HydroLang: An Open-Source Web-Based Programming Framework for Hydrological Sciences
Published: 2021-07-03
Subjects: Engineering
This paper presents HydroLang, an open-source and integrated community-driven computational web framework to support research and education in hydrology and water resources. HydroLang uses client-side web technologies and standards to perform different routines which aim towards the acquisition, management, transformation, analysis and visualization of hydrological datasets. HydroLang is [...]
On the Efficacy of Compact Radar Transponders for InSAR Geodesy: Results of Multi-year Field Tests
Published: 2021-06-25
Subjects: Aerospace Engineering, Civil and Environmental Engineering, Earth Sciences, Electrical and Computer Engineering, Engineering, Environmental Sciences, Physical Sciences and Mathematics
Compact and low-cost radar transponders are an attractive alternative to corner reflectors (CR) for SAR interferometric (InSAR) deformation monitoring, datum connection, and geodetic data integration. Recently, such transponders have become commercially available for C-band sensors, which poses relevant questions on their characteristics in terms of radiometric, geometric, and phase stability. [...]
Phosphorus Retention in Lakes: A Critical Reassessment of Hypotheses and Static Models
Published: 2021-06-24
Subjects: Engineering, Environmental Engineering, Hydraulic Engineering, Hydrology, Water Resource Management
Various hypotheses and models for phosphorus (P) retention in lakes are reviewed and 39 predictive models are assessed in three categories, namely mechanistic, semi-mechanistic, and strictly-empirical models. A large database consisting of 738 data points is gathered for the analyses. Assessing four pairs of competing hypotheses used in mechanistic models, we found that (i) simulating lakes as [...]
Impact of injection rate ramp-up on nucleation and arrest of dynamic fault slip
Published: 2021-06-17
Subjects: Engineering
Fluid injection into underground formations reactivates preexisting geological discontinuities such as faults or fractures. In this work, we investigate the impact of injection rate ramp-up present in many standard injection protocols on the nucleation and potential arrest of dynamic slip along a planar pressurized fault. We assume a linear increasing function of injection rate with time, up to a [...]
Mapping carbon stocks in Central and South America with SMAP vegetation optical depth
Published: 2021-06-12
Subjects: Engineering, Life Sciences
Mapping carbon stocks in the tropics is essential for climate change mitigation. Passive microwave remote sensing allows estimating carbon from deep canopy layers through the Vegetation Optical Depth (VOD) parameter. Although their spatial resolution is coarser than that of optical vegetation indices or airborne Lidar data, microwaves present a higher penetration capacity at low frequencies [...]
European carbon storage resource requirements of climate change mitigation targets
Published: 2021-05-28
Subjects: Engineering, Physical Sciences and Mathematics
As a part of climate change mitigation plans in Europe, CO2 storage scenarios have been reported for the United Kingdom and the European Union with injection rates reaching 75 – 330 MtCO2 yr-1 by 2050. However, these plans are not constrained by geological properties or growth rates with precedent in the hydrocarbon industry. We use logistic models to identify growth trajectories and the [...]
Flood Markup Language – A Standards-based Exchange Language for Flood Risk Communication
Published: 2021-05-28
Subjects: Engineering
Flooding is one of the most common natural disasters. There are extensive amounts of studies on understanding and predicting flooding to support preparedness and response. It is critical to share and communicate flood forecasting and modeling datasets generated by different systems and organizations. Most of the organizations share flood risk data for operational purposes with limited metadata [...]
Non-stationary analysis of rogue wave probability over a shoal
Published: 2021-05-27
Subjects: Engineering, Physical Sciences and Mathematics
Non-equilibrium evolution of wave fields, as occurring over sudden bathymetry variations, can produce rogue seas with anomalous wave statistics. We handle this process by modifying the Rayleigh distribution through the energetics of second-order theory and a weakly non-stationarity reformulation of the Khintchine theorem. The probability model in unsteady conditions is then probed against [...]
Uncertainty analysis in machine learning for lithofacies classification and porosity prediction
Published: 2021-05-27
Subjects: Engineering, Physical Sciences and Mathematics
Recently, machine learning has been widely and successfully used by geoscientists to solve typical inverse problems. However, the uncertainty related to the learned model is not properly analysed, and sometimes a simple activation function is applied to provide posterior probability. To address this problem, variance of machine learning models is calculated that can provide additional information [...]
ANALYSIS OF OWNER DRIVEN APPROACH OF HOUSING RECONSTRUCTION AFTER GORKHA EARTHQUAKE 2015: A CASE STUDY OF DHUNIBESHI MUNICIPALITY, DHADING
Published: 2021-05-26
Subjects: Engineering
A 7.6 magnitude earthquake occurred in Gorkha district of Nepal leading more than 9,000 estimated casualties, approximately 23,000 injuries and damages on more than half a million structures. For leading and managing the earthquake recovery and reconstruction in Nepal, a legally mandated agency named National Reconstruction Authority (NRA) was established in December 2015 which facilitate and [...]
Automated mineralogy as a novel approach for the compositional and textural characterization of spent lithium-ion batteries
Published: 2021-05-21
Subjects: Engineering
Mechanical recycling processes aim to separate particles based on their physical properties, such as size, shape and density, and physico-chemical surface properties, such as wettability. Secondary materials, including electronic waste, are highly complex and heterogeneous, which complicates recycling processes. In order to improve recycling efficiency, characterization of both recycling process [...]
Determination of the spatial distribution of wetting in the pore networks of rocks
Published: 2021-05-17
Subjects: Engineering, Physical Sciences and Mathematics
The macroscopic movement of subsurface fluids involved in CO2 storage, groundwater, and petroleum engineering applications is controlled by interfacial forces in the pores of rocks, micrometre to millimetre in length scale. Recent advances in physics based models of these systems has arisen from approaches simulating flow through a digital representation of the complex pore structure. However, [...]
A damage model for the frictional shear failure of brittle materials in compression
Published: 2021-05-13
Subjects: Applied Mathematics, Computational Engineering, Earth Sciences, Engineering, Geology, Materials Science and Engineering, Physical Sciences and Mathematics
Damage models have been successfully employed for many decades in the modelling of tensile failure, where the crack surfaces separate as a crack grows. The advantage of this approach is that crack trajectories can be computed simply and efficiently on a fixed finite element mesh without explicit tracking. The development of damage models for shear failure in compression, where the crack faces [...]