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Estimating Rainfall Intensity Using an Image-Based Deep Learning Model Article

Hang Yin, Feifei Zheng, Huan-Feng Duan, Dragan Savic, Zoran Kapelan

Engineering 2023, Volume 21, Issue 2,   Pages 162-174 doi: 10.1016/j.eng.2021.11.021

Abstract: to measure and/or predict rainfall intensity, it is difficult to obtain accurate rainfall data with) model is developed using rainfall images collected from existing dense sensors (i.e., smart phonesthe sensors' rainfall images.Synthetic rainfall data and real rainfall images are respectively utilized to explore the irCNN'saccuracy in theoretically and practically simulating rainfall intensity.

Keywords: Urban flooding     Rainfall images     Deep learning model     Convolutional neural networks (CNNs)     Rainfall    

Probabilistic stability analysis of Bazimen landslide with monitored rainfall data and water level fluctuations

Wengang ZHANG, Libin TANG, Hongrui LI, Lin WANG, Longfei CHENG, Tingqiang ZHOU, Xiang CHEN

Frontiers of Structural and Civil Engineering 2020, Volume 14, Issue 5,   Pages 1247-1261 doi: 10.1007/s11709-020-0655-y

Abstract: It is widely accepted that rainfall and periodic variation of water level are the two main factors triggeringThe seepage calculations from probabilistic analysis imply that rainfall is a relatively inferior factor

Keywords: reliability analysis     Bazimen landslide     rainfall     reservoir water level     slope stability    

Analysis of rainfall runoff characteristics from a subtropical urban lawn catchment in South-east China

Jinliang HUANG, Zhenshun TU, Pengfei DU, Qingsheng LI, Jie LIN

Frontiers of Environmental Science & Engineering 2012, Volume 6, Issue 4,   Pages 531-539 doi: 10.1007/s11783-010-0287-x

Abstract: Characteristics of rainfall runoff from a 3.26?Water quality and quantity measurements of rainfall runoff were conducted for ten rainfall events overFrom hydrograph and pollutograph analysis of two typical rainfall events, it was clear that the peakrainfall preceded the peak flowrate by about 15–20 min.There were no distinctive first-flush effects except for the rainfall events with the longest rainfall

Keywords: rainfall runoff     first flush     pollution characteristics     urban lawn catchment    

reticular blind drainage and vertical hierarchical drainage system for landfills located in areas with high rainfall

Wenjing LU,Zhonge FU,Yan ZHAO

Frontiers of Environmental Science & Engineering 2016, Volume 10, Issue 1,   Pages 177-184 doi: 10.1007/s11783-014-0710-9

Abstract: Yanziyan Sanitary Landfill, which is located at an area (Loudi City, Hunan Province, China) with high rainfallThe vertical hierarchical drainage system was installed to separate rainfall water and leachate in thekey role in foundation stabilization by seepage control and separation and in the instant drainage of rainfallOver 90% of leachate derived from rainfall water and groundwater inflow was avoided upon installationtechnology can thus be popularized and applied for water control in landfills located in areas with high rainfall

Keywords: landfill     reticular blind drain     vertical hierarchical drain     guidance and drainage     impermeable layer    

Effects of heavy rainfall on the composition of airborne bacterial communities

Gwang Il Jang, Chung Yeon Hwang, Byung Cheol Cho

Frontiers of Environmental Science & Engineering 2018, Volume 12, Issue 2, doi: 10.1007/s11783-018-1008-0

Abstract: Thus, after rainfall, these two mechanisms are expected to cause changes in airborne bacterial communitystudy, aerosol samples were collected at a suburban site in Seoul, Korea before and after three heavy rainfallIn particular, the absolute and relative abundances of airborne always increased after rainfall, whereasMarine bacterial sequences, which were temporally important in aerosol samples, also decreased after rainfallRainfall events seemed to affect airborne BCCs by the combined action of the two mechanisms, with potentially

Keywords: Aerosol     Bacteria     Community composition     Pyrosequencing     Rain    

A three-dimensional two-level gradient smoothing meshfree method for rainfall induced landslide simulations

Dongdong WANG, Jiarui WANG, Junchao WU, Junjun DENG, Ming SUN

Frontiers of Structural and Civil Engineering 2019, Volume 13, Issue 2,   Pages 337-352 doi: 10.1007/s11709-018-0467-5

Abstract: A three-dimensional two-level gradient smoothing meshfree method is presented for rainfall induced landslidetwo-level smoothed gradient of meshfree shape function is employed to discretize the weak form of coupled rainfall, as provides an efficient three-dimensional regularized meshfree formulation for large deformation rainfall

Keywords: meshfree method     landslide     rainfall     three-dimensional two-level gradient smoothing     nodal integration    

mulching with maize straw on water infiltration and soil loss at different initial soil moistures in a rainfall

Yifu ZHANG,Hongwen LI,Jin HE,Qingjie WANG,Ying CHEN,Wanzhi CHEN,Shaochun MA

Frontiers of Agricultural Science and Engineering 2016, Volume 3, Issue 2,   Pages 161-170 doi: 10.15302/J-FASE-2016104

Abstract: effect of straw mulching on water infiltration and soil loss under different initial SWC treatments in a rainfallDuring an 80 mm rainfall event (80 mm·h for 60 min), 8%, 12% and 16% initial SWC treatments decreased

Keywords: infiltration     initial soil water content     rainfall simulation     soil loss     straw mulching    

Particulate matter and metals partitioning in highway rainfall-runoff

Gaoxiang YING, John J. SANSALONE,

Frontiers of Environmental Science & Engineering 2010, Volume 4, Issue 1,   Pages 35-46 doi: 10.1007/s11783-010-0009-4

Abstract: This study investigated the particulate matter (PM) and metals in highway dry deposition and rainfall-runoffResults indicate that the acidic rainfall is not a significant contributor to metals in runoff but is

Keywords: stormwater     particulate matter (PM)     turbidity     suspended sediment concentration (SSC)     unit operations     metals     dry deposition     acid rain    

Assessing compressive strengths of mortar and concrete from digital images by machine learning techniques

Frontiers of Structural and Civil Engineering   Pages 347-358 doi: 10.1007/s11709-022-0819-z

Abstract: The samples were cut, and several images of the cut surfaces were captured at various zoom levels usingThe images and corresponding compressive strength were then used to train machine learning models toefficient means of estimating cement mortar and concrete compressive strengths based on digital microscopic images

Keywords: support vector machine     deep convolutional neural network     microscope     digital image     curing period    

Feature extraction of hyperspectral images for detecting immature green citrus fruit

Yongjun DING, Won Suk LEE, Minzan LI

Frontiers of Agricultural Science and Engineering 2018, Volume 5, Issue 4,   Pages 475-484 doi: 10.15302/J-FASE-2018241

Abstract: stage of citrus, a hyperspectral camera of 369–1042 nm was employed to acquire 30 hyperspectral imageswere implemented to select 677, 804, 563, 962, and 405 nm wavebands and to construct multispectral imagesfrom the original hyperspectral images for further processing.

Keywords: hyperspectral     green citrus     image processing     fruit detection     precision agriculture     yield mapping    

Efficient Identification of water conveyance tunnels siltation based on ensemble deep learning

Frontiers of Structural and Civil Engineering   Pages 564-575 doi: 10.1007/s11709-022-0829-x

Abstract: network (CNN) is designed as a primary learner, called Silt-net, which is used to identify the siltation images

Keywords: water conveyance tunnels     siltation images     remotely operated vehicles     deep learning     ensemble learning    

ImgFS: a transparent cryptography for stored images using a filesystem in userspace

Osama A. KHASHAN,Abdullah M. ZIN,Elankovan A. SUNDARARAJAN

Frontiers of Information Technology & Electronic Engineering 2015, Volume 16, Issue 1,   Pages 28-42 doi: 10.1631/FITEE.1400133

Abstract: Real-time encryption and decryption of digital images stored on end-user devices is a challenging taskdue to the inherent features of the images.

Keywords: Storage image security     Cryptographic file system     Filesystem in userspace (FUSE)     Transparent encryption    

Asymmetric pixel confusion algorithm for images based on RSA and Arnold transform

Xiao-ling Huang, You-xia Dong, Kai-xin Jiao, Guo-dong Ye,guodongye@hotmail.com

Frontiers of Information Technology & Electronic Engineering 2020, Volume 21, Issue 12,   Pages 1671-1814 doi: 10.1631/FITEE.2000241

Abstract: We propose a new asymmetric algorithm for images based on the public-key cryptosystem and .

Simultaneous acquisition of CT angiography and whole brain CT perfusion images by using multiphase dynamic

Weiwei CHEN, Jianpin QI, Wenzhen ZHU, Wenhua HUANG, Jinmei SONG

Frontiers of Medicine 2009, Volume 3, Issue 2,   Pages 230-235 doi: 10.1007/s11684-009-0023-8

Abstract: multiphase dynamic helical scan to acquire CT angiography (CTA) and whole brain CT perfusion (CTP) images

Keywords: computed tomography angiography     computed tomography perfusion    

Automatic synthesis of advertising images according to a specified style

Wei-tao You, Hao Jiang, Zhi-yuan Yang, Chang-yuan Yang, Ling-yun Sun,weitao_you@zju.edu.cn,jiang_hao@zju.edu.cn,youngs@zju.edu.cn,changyuan.yangcy@alibaba-inc.com

Frontiers of Information Technology & Electronic Engineering 2020, Volume 21, Issue 10,   Pages 1413-1534 doi: 10.1631/FITEE.1900367

Abstract: Images are widely used by companies to advertise their products and promote awareness of their brandsThe automatic synthesis of advertising images is challenging because the advertising message must beproposed a to capture individual design attributes and the relationships between elements in advertising imagesachieve this multi-format advertisement design, we created a dataset containing 13 280 advertising images

Title Author Date Type Operation

Estimating Rainfall Intensity Using an Image-Based Deep Learning Model

Hang Yin, Feifei Zheng, Huan-Feng Duan, Dragan Savic, Zoran Kapelan

Journal Article

Probabilistic stability analysis of Bazimen landslide with monitored rainfall data and water level fluctuations

Wengang ZHANG, Libin TANG, Hongrui LI, Lin WANG, Longfei CHENG, Tingqiang ZHOU, Xiang CHEN

Journal Article

Analysis of rainfall runoff characteristics from a subtropical urban lawn catchment in South-east China

Jinliang HUANG, Zhenshun TU, Pengfei DU, Qingsheng LI, Jie LIN

Journal Article

reticular blind drainage and vertical hierarchical drainage system for landfills located in areas with high rainfall

Wenjing LU,Zhonge FU,Yan ZHAO

Journal Article

Effects of heavy rainfall on the composition of airborne bacterial communities

Gwang Il Jang, Chung Yeon Hwang, Byung Cheol Cho

Journal Article

A three-dimensional two-level gradient smoothing meshfree method for rainfall induced landslide simulations

Dongdong WANG, Jiarui WANG, Junchao WU, Junjun DENG, Ming SUN

Journal Article

mulching with maize straw on water infiltration and soil loss at different initial soil moistures in a rainfall

Yifu ZHANG,Hongwen LI,Jin HE,Qingjie WANG,Ying CHEN,Wanzhi CHEN,Shaochun MA

Journal Article

Particulate matter and metals partitioning in highway rainfall-runoff

Gaoxiang YING, John J. SANSALONE,

Journal Article

Assessing compressive strengths of mortar and concrete from digital images by machine learning techniques

Journal Article

Feature extraction of hyperspectral images for detecting immature green citrus fruit

Yongjun DING, Won Suk LEE, Minzan LI

Journal Article

Efficient Identification of water conveyance tunnels siltation based on ensemble deep learning

Journal Article

ImgFS: a transparent cryptography for stored images using a filesystem in userspace

Osama A. KHASHAN,Abdullah M. ZIN,Elankovan A. SUNDARARAJAN

Journal Article

Asymmetric pixel confusion algorithm for images based on RSA and Arnold transform

Xiao-ling Huang, You-xia Dong, Kai-xin Jiao, Guo-dong Ye,guodongye@hotmail.com

Journal Article

Simultaneous acquisition of CT angiography and whole brain CT perfusion images by using multiphase dynamic

Weiwei CHEN, Jianpin QI, Wenzhen ZHU, Wenhua HUANG, Jinmei SONG

Journal Article

Automatic synthesis of advertising images according to a specified style

Wei-tao You, Hao Jiang, Zhi-yuan Yang, Chang-yuan Yang, Ling-yun Sun,weitao_you@zju.edu.cn,jiang_hao@zju.edu.cn,youngs@zju.edu.cn,changyuan.yangcy@alibaba-inc.com

Journal Article