Simulation of urban expansion via integrating artificial neural network with Markov chain – cellular automata     

Tingting Xu  Jay Gao  Giovanni Coco 《International journal of geographical information science》2019,33(10):1960-1983

Accurate simulations and predictions of urban expansion are critical to manage urbanization and explicitly address the spatiotemporal trends and distributions of urban expansion. Cellular Automata integrated Markov Chain (CA-MC) is one of the most frequently used models for this purpose. However, the urban suitability index (USI) map produced from the conventional CA-MC is either affected by human bias or cannot accurately reflect the possible nonlinear relations between driving factors and urban expansion. To overcome these limitations, a machine learning model (Artificial Neural Network, ANN) was integrated with CA-MC instead of the commonly used Analytical Hierarchy Process (AHP) and Logistic Regression (LR) CA-MC models. The ANN was optimized to create the USI map and then integrated with CA-MC to spatially allocate urban expansion cells. The validated results of kappa and fuzzy kappa simulation indicate that ANN-CA-MC outperformed other variously coupled CA-MC modelling approaches. Based on the ANN-CA-MC model, the urban area in South Auckland is predicted to expand to 1340.55 ha in 2026 at the expense of non-urban areas, mostly grassland and open-bare land. Most of the future expansion will take place within the planned new urban growth zone.  相似文献   

Reliability of mooring lines and piles for a permanently manned vessel in a tropical cyclone environment     

《Applied Ocean Research》2019

The factors of safety for stationkeeping systems in current standards (ISO, API) are not derived or validated using reliability analyses. As the oil and gas exploration and production is breaking new boundaries, deploying new floating systems and moving into regions with harsher environments, it is of paramount importance to understand what level of reliability these new marine structures are achieving. This paper presents a reliability analysis of the mooring system of a Floating LNG (FLNG) vessel permanently moored and permanently manned offshore North West Australia in a tropical cyclone environment. The reliability analysis addresses both the mooring chain and the pile foundation. The analysis accounts for the long term characteristics of the environment, including the short term variability, in response to a given sea state and the variability and uncertainty in strength of the mooring chain and the pile. The stationkeeping system was analysed using detailed time domain simulations, capturing system non-linearities and low frequency oscillations as well as wave frequency responses and, thereby, reducing modelling uncertainties to a minimum.It is found that for the conditions modelled, neither the chain nor the pile meet a target reliability of 10⁻⁴/annum using the factors of safety commonly used in design following current ISO and API standards. New factors of safety are proposed to achieve this target reliability. For the pile design, one complicating factor is that current design standards do not explicitly define the exceedance probability that should be associated with the characteristic value of the undrained shear strength to be used in the design. It is demonstrated that the required factor of safety is crucially dependent on the definition of this characteristic value and on the level and the type of uncertainty in the soil strength profile. A recommendation is made regarding the definition of this characteristic value and the associated factor of safety. Furthermore, it is found that designing the mooring system to an environmental condition with a return period of 10,000 yr (as an Abnormal Limit State event), and setting the factor of safety to unity, meets the target reliability of 10⁻⁴/annum for the pile, if the characteristic undrained shear strength is a lower bound, defined in this paper by the 10th percentile value. For the chain however, this target reliability is not achieved.  相似文献   

中国城市价值链功能分工及其影响因素     

盛科荣  王丽萍  孙威 《地理研究》2020,39(12):2763-2778

价值链的空间重组正在深刻的改变着城市体系的经济景观,建立在价值链分工基础上的城市功能结构的研究已经成为经济地理学的重要课题。将中国上市公司500强企业网络划分为公司总部、商务服务、研究开发、传统制造、现代制造、物流仓储和批发零售七种类型功能区块,研究了中国城市价值链功能分工及其影响因素。结果发现：沿着价值链的功能分工已经成为中国城市体系经济景观的显著特征,功能多样化城市和功能专业化城市并存于中国城市体系,东部地区和城市密集地区的城市在价值链分工中占据了更好的地位;中国城市按照价值链中的优势功能可以划分为九种类型,少数城市转变为承载公司总部、研究开发、商务服务等多样化功能的高等级中心城市,而大量中小城市则转变为传统制造专业化基地;市场潜力、关键资源、区位条件、营商环境等城市属性特征是城市功能分工的重要影响因素,城市资源、区位可达性等属性特征的增强将提高城市成为总部基地、商务中心和研究基地的概率,而降低城市成为传统制造基地的概率。  相似文献   

一种基于GA-BP-MC神经网络的高铁桥墩沉降预测模型     

冯绍权  花向红  陶武勇  宣伟  吴伟  续东 《测绘通报》2019,(7):50-53,82

提出一种基于马尔科夫链修正的遗传BP神经网络预测模型（GA-BP-MC），利用遗传算法的全局寻优能力初始化BP神经网络权值和阈值，初步建立GA-BP神经网络预测模型，结合马尔科夫链的无后效性修正模型预测值，形成高精度GA-BP-MC神经网络变形预测模型。结合高铁桥墩沉降数据，分别与BP神经网络、GA-BP神经网络预测模型进行对比，结果表明，该预测模型精度最高。  相似文献   

Damage assessment for submarine photoelectric composite cable under anchor impact     

《Applied Ocean Research》2018

The impact of dropped anchor on submarine photoelectric composite cables may possibly cause electrical faults, i.e. electricity and optical signal transmission failure. In order to study the impact capacity and structural impact failure mechanism, a test setup is designed originally to examine the structural and functional integrity. A detailed finite element model (FEM) is created, considering material nonlinearity and component interaction. A parametric analysis has been performed to predict the deformation of components and impact forces, under different impact velocities and collision directions. Relationships between the armor layer indentation rate and that of internal power and optical units are achieved. The impact deformation of internal entities can be evaluated intuitively by armor layer indentation. The proposed experimental and numerical methods are well correlated, suitable to assess the impact capacity of subsea power cables and assist the protection design of subsea power cables in engineering.  相似文献   

马尔科夫链分析在东海陆架盆地花港组沉积微相分析中的应用     

胡求红  张昌民  侯国伟  朱锐  陈哲 《地质与资源》2020,29(1):7-20

通过对东海陆架盆地某凹陷取心井岩心仔细观察和描述，采用双属性划分标准，在研究区花港组岩心中识别出了28种岩石相类型.其中砾岩相5种，砂岩相15种，细粒岩相8种.针对22口取心井岩心详细划分沉积微相和岩石相，共取得2227个岩石相数据.针对研究区发育的湖泊、三角洲、河流3种沉积体系，运用马尔科夫链分析不同沉积微相类型中岩石相沉积序列模式，建立了不同沉积微相类型可能的岩石相组合规律及岩石相定量组合概率，为后期研究相同或相似类型的沉积相提供地质知识库，并为沉积相的识别提供定量的基础.  相似文献   

绿色交通目标下集装箱“公转铁”的CO2减排潜力评估     

陶学宗  吴琴  尹传忠 《气候变化研究进展》2019,15(6):660-669

为提高集装箱“公转铁”减排潜力评估结果的准确性,在分析“公转铁”减排原理的基础上,综合考虑空箱调运和重箱运输“门到门”运输链的干线运输、端点装卸、电力设备作业、集卡短驳、公铁中转等排放,引入反映活动类型、设备结构、能源生命周期排放的参数,对作业活动-方式结构-能耗强度-排放因子（ASIF）方法进行改进,建立“公转铁”减排潜力评估框架。以义乌—宁波港域出口集装箱运输为例,通过实地调研和公开文献获取数据,进行实证研究。结果表明,如果忽略必要因素将会导致每TEU运输需求“公转铁”的CO₂减排率被高估0.50~36.73个百分点;最佳“公转铁”情景可减排3.42万t CO₂,相应减排率为13.58%。研究结果可为政府相关部门客观评估“公转铁”的减排潜力、制定有效的“公转铁”政策措施提供理论支持。  相似文献   

A Rhaetian microvertebrate fauna from Stowey Quarry,Somerset, U.K.     

Iacopo Cavicchini  H. Cecilia Heyworth  Christopher J. Duffin  Claudia Hildebrandt  Michael J. Benton 《Proceedings of the Geologists' Association. Geologists' Association》2018,129(2):144-158

Rhaetian bone beds have been described from many locations in south-west England, around Bristol. One site that has never been reported is Stowey Quarry, some 13?km south of Bristol. This quarry yielded Lias, and revealed thin Rhaetian units in the quarry floor, including two bone beds, the basal Rhaetian bone bed, and a second, higher bone bed, also within the Westbury Formation. The fossil fauna of both includes elements typical of Rhaetian bone beds elsewhere, but showing differences in faunal composition between the two. The basal bone bed yielded more specimens and more species, with three taxa (Sargodon tomicus, Rhomphaiodon minor and Hybodus cloacinus) exclusive to this bed and eleven identified in total. Severnichthys acuminatus accounts for more than 50% of the countable teeth from the basal bone bed, followed by Gyrolepis albertii with 20%, Lissodus minimus with 14% and Rhomphaiodon minor with 9%. The basal bone bed, as ever, is dominated by chondrichthyans, whereas the upper bone bed is dominated by osteichthyans, which form 90% of the non-dental remains. The only unique taxon is Dapedium, and Gyrolepis albertii is the most abundant species with 45% of countable teeth, followed by Severnichthys acuminatus with 38% and Duffinselache holwellensis with 11%. These faunal differences, and the equally good condition of specimens between both samples confirms that the upper bone bed is independent of the basal bone bed, and is not a reworked subsample.  相似文献   

狭陡型泥石流成灾特征与防治对策研究——以阿坝州金川县刘家沟泥石流为例          下载免费PDF全文

崔华丽  杨东旭  杨栋  李元灵  贾逸  吴波 《探矿工程》2022,49(6):122-129

刘家沟位于四川省阿坝州金川县,是一条狭陡型高频泥石流沟,每年雨季,降雨激发泥石流灾害链。本文在野外调查和实地勘测的基础上,分析认为,受汶川MS8.0地震扰动,刘家沟形成流通区单位面积上松散固体物质达98.11×10⁴ m³,在409.8‰的平均纵坡降下,泥石流活动频率明显增强,泥石流沿程放大效应明显,最终形成了降雨+径流侵蚀-滑坡-堰塞体-堰塞体溃决-增大的泥石流-堵河形成堰塞湖-卡撒沟中、下游损害的灾害链。提出采用格宾石笼进行固坡护床,结合拦挡坝拦粗排细的作用,根据保护对象设置防护堤,优化排导槽与主河交汇条件的综合治理措施,可为小流域高频狭陡型泥石流灾害的治理提供参考。  相似文献   

油气聚集链:内涵、特征与勘探实践:以渤海湾盆地冀中、黄骅坳陷为例     

赵贤正  金凤鸣  蒲秀刚  罗群  周立宏  姜文亚  董雄英  时战楠  韩文中  张伟  汪虎 《地学前缘》2022,29(6):120-135

成熟盆地仍然蕴藏着可观的油气资源,目前的油气成藏理论面临越来越难、复杂、隐蔽油气藏勘探的挑战。受“链”事物属性的启发,通过调研、类比国内外油气成藏过程与分布规律,在继承和发展已有油气成藏理论基础上,结合勘探实践,学界提出了“油气聚集链”的概念和认识。油气聚集链指在成因上有密切联系、空间上多呈串珠状链式排列在一起的一系列油气藏组合,是油气成藏与分布本质规律的客观体现。油气聚集链在形式上多表现为油气藏多呈串珠状的链式空间分布特征,实质上表现为油气生成、运移、聚集的沿优势运移通道的链式反应和成藏事件;现今复杂的油气分布是地史上多条油气聚集链叠合的反映;一条完整的油气聚集链由内链、中链和外链组成,它们在成藏背景、成藏条件、成藏机理、富集规律和分布模式上既各有特征,又有连续性,更是紧密有机的油气生运聚成藏整体。“同源多链、一链多藏、多链成域、主链富集”是“油气聚集链”的四大特征。与目前油气成藏理论相比,油气聚集链认识的突出优势在于:发现和论证了油气聚集的链式成藏特点和多呈串珠状链式分布规律,提出沿“油气聚集链”寻找油气藏,比沿“油气聚集带”寻找油气藏的效率更高;将勘探目标的预测精度从油气聚集区带范围提高到某个具体圈闭或甜点。油气聚集链认识具有目前其他油气成藏理论所不具有的独特优势——链式思维,精准定位。依据油气聚集链的认识,提出了“找准链源,梳理链节,确定链环,重视主链”和“全链思维、整体研究,顺链找油、精准勘探”的思路,对指导成熟盆地继续挖掘勘探潜力、新区新领域获得勘探突破,都具有重要现实意义。以油气聚集链的认识为指导,转变勘探思维,在冀中、黄骅坳陷油气勘探中获得重大突破。  相似文献