Abstract
In order to improve the ability of data mining and information scheduling for the best replacement rate of seabed natural gas hydrate under geological and hydrological conditions, an optimization algorithm for estimating the best replacement rate of seabed natural gas hydrate is proposed. By using piecewise linear estimation method, the characteristic data of submarine gas hydrate database are grouped and reconstructed, and the optimal replacement rate of submarine gas hydrate in the database is fused with related information. According to the spatial distribution of geological and hydrological conditions, the optimal replacement rate of submarine gas hydrate is adaptively dispatched. The optimal replacement rate of submarine gas hydrate is extracted by frequent item mining method, and the extracted optimal replacement rate of submarine gas hydrate is processed in turn. Finally, the unbiased estimation of the optimal replacement rate of submarine gas hydrate is realized by using regularized power spectrum estimation method. The experimental results show that the design method has small deviation and high accuracy in estimating the best substitution rate of submarine natural gas hydrate.
Similar content being viewed by others
References
Adnan S, Faisal K, Majeed A et al (2018) Resilience analysis of a remote offshore oil and gas facility for a potential hydrocarbon release: resilience analysis of a remote offshore operation. Risk Anal 38(2):66–71
Chen XG, Lyu SS, Zhang PP et al (2018a) Gas discharges from the Kueishantao hydrothermal vents, offshore northeast Taiwan: implications for drastic variations of magmatic/hydrothermal activities. J Volcanol Geotherm Res 353(56):89–92
Chen Y, He L, Li J, Zhang S (2018b) Multi-criteria design of shale-gas-water supply chains and production systems towards optimal life cycle economics and greenhouse gas emissions under uncertainty. Comput Chem Eng 109:216–235
Fu L, Feng Z, Schuster GT (2019) Multiscale phase inversion for 3D ocean-bottom cable data. Geophys Prospect 152(36):102–115
Georgie A, Bob R, Steven S et al (2018) Comparison of substitution status of chemical substances under REACH and OSPAR legislation. Environ Impact Assess Rev 72(3):43–49
Halim SZ, Janardanan S, Flechas T et al (2018) In search of causes behind offshore incidents: fire in offshore oil and gas facilities. J Loss Prev Process Ind 54(3):62–65
He L, Chen Y, Li J (2018a) A three-level framework for balancing the tradeoffs among the energy, water, and air-emission implications within the life-cycle shale gas supply chains. Resour Conserv Recycl 133:206–228
He L, Chen Y, Zhao H, Tian P, Xue Y, Chen L (2018b) Game-based analysis of energy-water nexus for identifying environmental impacts during Shale gas operations under stochastic input. Sci Total Environ 627:1585–1601
He T, Karimi Iftekhar A, Ju YJ (2018c) Review on the design and optimization of natural gas liquefaction processes for onshore and offshore applications. Chem Eng Res Design 132:89–114
Jeff F, Wallace CJR (2018) Response of suction caissons for tidal current turbine applications in soft clay to monotonic and cyclic vertical loading. Can Geotech J 55(4):20–24
Karasalihović S, Daria V, Domagoj K et al (2019) Offshore gas production infrastructure reutilisation for blue energy production. Renew Sustain Energy Rev 55(2):99–103
Liu E, Lv L, Yi Y, Xie P (2019) Research on the steady operation optimization model of natural gas pipeline considering the combined operation of air coolers and compressors. IEEE access 7(99):83251–83265
Lu H, Ren L, Cheng X et al (2016) Optimal water resources management and system benefit for the Marcellus shale-gas reservoir in Pennsylvania and West Virginia. J Hydrol 540:412–422
Lu H, Tian P, He L (2019) Evaluating the global potential of aquifer thermal energy storage and determining the potential worldwide hotspots driven by socio-economic, geo-hydrologic and climatic conditions. Renew Sustain Energy Rev 112:788–796
Wang DL, Lu SM, Chen NW, Dai M, Guéguen C (2018) Human perturbation increases the fluxes of dissolved molybdenum from land to ocean - the case of the Jiulong River in China. J Environ Manag 210(41):139–145
Xu XW, Lin F, Xu W et al. (2018) MDA: A reconfigurable Memristor-based distance accelerator for time series mining on data centers. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, PP(99):1-1.
Yamamoto K, Wang XX, Tamaki M, Suzuki K (2019) The second offshore production of methane hydrate in the Nankai Trough and gas production behavior from a heterogeneous methane hydrate reservoir. RSC Adv 9(45):25987–26013
Yu PF, Geng JH (2019) Analytic acoustic–elastic coupled equations and their application in vector-wave-based imaging of ocean bottom 4C data. Pure Appl Geophys 55(3):1–15
Zhang HY, Wu YW, Hao ZH et al (2018a) Uniformity management between microturbines in gas pipe network’s load. Comp Simul 35(12):86–91
Zhang Y, Kim CW, Beer M, Dai H, Soares CG (2018) Modeling multivariate ocean data using asymmetric copulas. Coast Eng 135(7):91–111
Zuofa T, Ocheing EG (2018) Senior managers and safety leadership role in offshore oil and gas construction projects. Proc Eng 21(1):52–57
Funding
Research Project of Philosophy and Social Science in Universities of Jiangsu Province: Research on Energy Substitution under Multiple Uncertain Backstop Technologies (2019SJA2172)
Author information
Authors and Affiliations
Corresponding author
Additional information
Responsible Editor: Keda Cai
This article is part of the Topical Collection on Geological Modeling and Geospatial Data Analysis
Rights and permissions
About this article
Cite this article
Li, Y., Sun, Y. Optimal substitution rate analysis of submarine natural gas hydrates considering geological and hydrological conditions. Arab J Geosci 14, 356 (2021). https://doi.org/10.1007/s12517-021-06588-4
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s12517-021-06588-4