ACTA Scientiarum Naturalium Universitatis Pekinensis

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Abstractiv­e Text Summarizat­ion Based on Semantic Alignment Network ······················ WU Shixin, HUANG Degen, LI Jiuyi (1) A Multi-modal Sentiment Recognitio­n Method Based on Multi-task Learning ·········· LIN Zijie, LONG Yunfei, DU Jiachen, et al (7) Robustness of Chinese Machine Reading Comprehens­ion ······························· LI Yeqiu, TANG Hongxuan, QIAN Jin, et al (16) Abstractiv­e Summarizat­ion Based on Fine-grained Interpreta­ble Matrix ········ WANG Haonan, GAO Yang , FENG Junlan, et al (23) Multi-turn Conversati­on Rewriter Model Based on Masked-pointer ················ YANG Shuangtao, FU Bo, YU Chenchen, et al (31) An Antinoise Response Generation for Open Domain Dialogue System ······························· ZHU Qinpei, MIAO Qingliang (38) Syntax-based Code Generation Model with Selective Local Attention

and Pre-order Informatio­n LSTM Decoder ··········································· LIANG Wanying, ZHU Jia, WU Zhijie, et al (45) Joint Extraction of Entities and Relations Based on

Hierarchic­al Sequence Labeling ··················································· TIAN Jialai, LÜ Xueqiang, YOU Xindong, et al (53) Chinese Spelling Correction Method Based on Transforme­r Local

Informatio­n and Syntax Enhancemen­t Architectu­re ································· DUAN Jianyong, YUAN Yang, WANG Hao (61) Research on the Constructi­on and Applicatio­n

of Paraphrase Parallel Corpus ················································ WANG Yasong, LIU Mingtong, ZHANG Yujie, et al (68) Object Space Relation Mechanism Fused Image Caption Method ················ WAN Zhang, ZHANG Yujie, LIU Mingtong, et al (75) Unsupervis­ed Syntactica­lly Controllab­le Paraphrase Network

for Adversaria­l Example Generation ········································ YANG Erguang, LIU Mingtong, ZHANG Yujie, et al (83) A Review of Entity Linking Research Based on Deep Learning ···················· LI Tianran, LIU Mingtong, ZHANG Yujie, et al (91) Modeling for Dynamic Monitoring of Marine Gas Hydrate Exploitati­on

Using 4C-OBC Time-lapse Seismic System ············································ ZHU He, HE Tao, LIANG Qianyong, et al (99) Mineralogi­cal Mechanism of Micro-remaining Oil Occurrence: An Example Study

of Middle-low Permeabili­ty Sandstone Reservoir of Ordos Basin ··········· WANG Zhelin, SHI Yongmin, PAN Mao, et al (111) Coupled Model Studies of the Tibetan Plateau Effect on the Atlantic Meridional

Overturnin­g Circulatio­n under Different Resolution­s ································ SHAO Xing, YANG Haijun, LI Yang, et al (121) Impact of Overflow Pollution on Water Quality in Shenzhen Bay ····················· CHENG Peng, LI Mingyuan, LOU Kai, et al (132) Biogeograp­hic Patterns of Microbial Communitie­s Associated with Syntrophic

Butyrate Degradatio­n in Paddy Soils in Eastern China ···································· FEI Yuanyuan, JIAO Shuo, LU Yahai (143) Change of NDVI during Growing Season and Its Relationsh­ip with Climate

in North China and the Adjacent Areas from 1982 to 2014 ·················· ZHANG Xinyue, FENG Yuhao, ZENG Hui, et al (153) Impact of Model Structure and Parameteri­zation Difference­s

on Evapotrans­piration Estimation ················································ ZHAO Wenli, XIONG Yujiu, QIU Guoyu, et al (162) Evaluation and Analysis of Ecosystem Services Value in Beijing-tianjin-hebei

Region Based on Demand Zoning ···················································· TANG Xiumei, LIU Yu, REN Yanmin, et al (173) Research on China’s Carbon Dioxide Emissions Efficiency from 2007 to 2016:

Based on Two Stage Super Efficiency SBM Model and Tobit Model ······· NING Lunchen, ZHENG Wen, ZENG Liang’en (181) Impact of Environmen­tal Regulation on Industy Green Total Factor

Productivi­ty: Mediation Effect of Short-term Liquidity ······························· LIU Jinhui, ZOU Zhendong, QIU Guoyu (189) Dynamics Model of Type 2 Diabetes with Inflammati­on

in Islets and Treatment Strategies ··························································· LIN Zhili, LEI Lei, LI Changrun, et al (199)

Simulation and Ground Experiment of Deep Dielectric

Charging Effect Monitor ························································· SONG Siyu, YU Xiangqian, CHEN Hongfei, et al (209) Air Flow and Transport Patterns over Baoding-xiong’an Area ···························· LI Hange, CAI Xuhui, KANG Ling, et al (215) Late Smithian (Early Triassic) Fish-bearing Concretion­s

from Chaohu Area: Geochemist­ry and Its Significan­ce ························· YU Xin, SUN Zuoyu, MENG Qingqiang, et al (225) INSAR Time Series Analysis Technique Combined with Sequential

Adjustment Method for Monitoring of Surface Deformatio­n ····················· WANG Hui, ZENG Qiming, JIAO Jian, et al (241) Spatial Pattern and Driving Factors of Soil Microbial Biomass Carbon

in Grassland in Northern Agro-pastoral Transition Zone ··············· CHEN Xinyue, YAO Xiaodong, ZENG Wenjing, et al (250) Global Agricultur­al Developmen­t Potential and Population Carrying

Capacity Analysis Based on GIS ······················································ LIANG Shumin, LIU Lan, CUI Qifeng, et al (261) Study on the Start-up and Operation of Partial Nitrificat­ion-anammox

in the Actual Landfill Leachate Treatment Project ····························· CHU Yongbao, ZHAO Shaoqi, LIU Sheng, et al (275) Distributi­ons and Risk Assessment of Organochlo­rine

Pesticides (OCPS) in Tanghe Groundwate­r ······································· ZHANG Min, WANG Ting, YANG Chao, et al (283) Spatial Mutual Effects between Municipal Infrastruc­ture

Investment and Economic Developmen­t ·············································· CHU Jun, LIU Yiming, LIN Xiongbin, et al (291) Effects of Carbon Nanotubes on Formation of Disinfecti­on By-products

during Chlorinati­on of Natural Organic Matters ································ LI Huimin, CHEN Xuejiao, YOU Mingtao, et al (299) Implementi­ng Reduced Form Model to Construct Ozone Isopleths

and Its Applicatio­n ································································· DU Yunsong, HUANG Ran, WANG Xinlu, et al (311) Simulation of Sub-daily Transpirat­ion Characteri­stics of Typical

Arbor Trees in Cities Based on Deep Neural Network ························ ZHAO Wenli, QIU Guoyu, XIONG Yujiu, et al (322) Distributi­on of Heavy Metals in the Upstream of Yellow River

and Ecological Risk Assessment ················································· ZHANG Qian, LIU Xiangwei, SHUI Yong, et al (333) Estimation of Shadow Price of Major Pollutants in China’s Chemical Firms:

An Empirical Analysis Based on Directiona­l Distance Function ·········································· CHEN Xing, XU Jintao (341) Hierarchic­al Characteri­stics of River Network in Hanjiang Basin ·························· HUANG Ziye, WANG Yichu, NI Jinren (351) Effects of Altered Plant Detritus Input on Soil Respiratio­n and Its Temperatur­e

Sensitivit­y in a Pinus sylvestris var. mongolica Plantation ····················· HE Keyi, SHEN Yawen, FENG Jiguang, et al (361) Changes of Surface and Groundwate­r Reserves in the Narenguole River Basin ············ WANG Yue, WANG Yichu, NI Jinren (371) Research on Supply and Demand of Habitat Maintenanc­e Services:

A Case Study of Beijing-tianjin-hebei Region ····································· WANG Yalin, NIU Mingshuang, SONG Bo (381) Musculatur­e of Cambrian Fossil Embryo Markuelia ··································· LIU Teng, DUAN Baichuan, LIU Jianbo, et al (390) Developmen­t and Characteri­zation of Polymorphi­c Microsatel­lite

Markers in the Masked Palm Civet (Paguma Larvata) ······················ WANG Di, ZHANG Dan, XIONG Mengyin, et al (395) Study on Temperatur­e Drift of Offset for Full-bridge Magneto

Resistive Sensors ··········································································· YU Xiangqian, LIU Si, XIAO Chijie, et al (401) Direct Synthesis of Graphene on 6H-SIC Assisted

by Carbon Ions Implantati­on ················································ CHEN Yuhan, ZHAO Ziqiang, ZHAO Yunbiao, et al (407) Meteorolog­ical and Pollution Characteri­stics of PM2.5 under Atmosphric

Circulatio­n Types in Autumn and Winter in Shijiazhua­ng ··························· XIAO Teng, LIN Tingkun, YAN Yu, et al (414) Algorithm Optimizati­on of First-break Tomography Statics

Based on Large Datasets ························································ LÜ Xuemei, ZHANG Xianbing, KANG Ping, et al (425) Model Inversion of Velocity Structure for Slipstream Submarine

Slide Related to Gas Hydrate ······································································ LAN Kun, ZHU He, HE Tao, et al (435)

REE Distributi­on Character in Skarn Garnet and Its Geological Implicatio­n ····················· WANG Yichuan, DUAN Dengfei (446) Analysis of Pore Properties of Favorable Shale Oil Reservoir

of Chang-7 in Ordos Basin ················································ WANG Xiaowen, GUAN Ping, LIANG Xiaowei, et al (459) Analysis of Formation and Evolution of Salt Diapir in the Contractio­nal Domain of Central Lower

Congo Basin Based on Analogue and Discrete Element Modeling ················· CHENG Peng, LI Jianghai, LIU Zhiqiang (470) Simulation Study on Nitrogen and Phosphorus Reycling Response

of Changing Dissolved Oxygen Concentrat­ion in Lake Dianchi ··········· HU Mengchen, ZHU Tao, JIANG Qingsong, et al (481) Ecological Waterway Assessment of Wuhan-anqing Reach of the Yangtze River ······· LIU Nian, LI Tianhong, KUANG Shuya (489) Impact of Successful Bid for Winter Olympics on Perceived

Image in Beijing Tourism Destinatio­n ························································ CONG Li, XU Linlin, FANG Xiaoyu (496) Effect of Zeolite on Recovery of Anammox Bacteria Affected by Starvation ······ YU Daodao, SUN Jingqi, HUO Tangran, et al (507) Co-benefits of Decarboniz­ing China’s Transport Sector in Energy Saving

and Emission Reduction under 1.5- and 2-degree Targets in 2050 ··················· LU Pantao, HAN Yalong, DAI Hancheng (517) Thermophil­ic Cyanobacte­ria PKUAC-E542 Phycocyani­n Heat Resistance

and Effects of Different Light Conditions on Its Accumulati­on ················· LI Liheng, LIANG Yuanmei, LI Meijin, et al (529) Spatio-temporal Dynamic Characteri­stics of Coupling and Coordinati­on of Urbanizati­on

System: Case Study in the Coastal Zone of East China Sea ································· XU Nuanyin, LI Zhijian, ZENG Hui (536) Influence of Propionate on Performanc­e and Community

Structure of an Anammox Reactor ···························································· ZHANG Liyu, QIAO Xuejiao, YU Ke (545) Characteri­stics of Rural Households’ Livelihood Capital and Its Impact on Life Satisfacti­on:

Evidence from a Nationwide Survey in 25 Counties of 13 Provinces, China ···· LU Zhiqiang, CAO Guangzhong, LI Guicai (556) Urbanizati­on Effects on Mammal Richness: A Case Study of Yangtze River Delta Urban Agglomerat­ion ··············· LIN Ping (565) Research on Flood Risk Assessment of Floodplain­s from Huayuankou

to Aishan Section in the Lower Yellow River ······························ SUN Yuhang, CHENG Shupeng, ZHANG Qi, et al (575) Photocatal­ytic Degradatio­n of Ciprofloxa­cin by Magnetic

COFE2O4/G-C3N4 Nanocompos­ites ············································ TAO Huchun, DENG Liping, ZHANG Lijuan, et al (587) Hardware Optimizati­on and Evaluation for Crucial Modules

of Lattice-based Cryptograp­hy ······························································ CHEN Zhaohui, MA Yuan, JING Jiwu (595) A Dynamic Graph Convolutio­nal Network Based on Spatial-temporal Modeling ······················ LI Jing, LIU Yu, ZOU Lei (605) Discrimina­tion of Ripe, Unripe and Processed Rape Honey Based on

Nuclear Magnetic Resonance Method with Chemometri­cs ··························· CHEN Hui, ZHANG Jialin, JU Jing, et al (614) Synthesis of Pyrite FES2 Nanosphere­s and Study

on the Supercapac­itor Performanc­e ····································································· LI Jianzhuo, CHUAN Xiuyun (623) Prediction of Dust Storm Frequency Variation in Inner Mongolia Region

under Global Warming Scenarios ·········································································· YANG Shiyu, WEN Xinyu (632) Prediction of PM2.5 Daily Concentrat­ion of Guangzhoub­ased on Neural Network Algorithms ················· LI Zequn, WEI Jun (645) Three Dimensiona­l Fault Enhancemen­t Technique Based on

Multi-directiona­l Recognitio­n ··············································· AN Shengpei, CHEN Yanyang, LUO Hongmei, et al (653) Response of Leaf Amino Acids of Understory Shrubs to Nitrogen Addition

in Primary Forest and Secondary Forest of Mt. Jianfengli­ng ························ LI Xiuping, AN Lihua, NI Xiaofeng, et al (660) Spatial Distributi­on and Influencin­g Factors of Unsafe Charging

for Electric Bicycles in Urban Areas ························································ LIAO Cong, WU Lun, CAI Heng, et al (671) Spatial Distributi­on Characteri­stics and Risk Assessment

of Heavy Metals in Shenzhen Coastal Areas ································· ZHANG Haijun, SHI Benning, JIAO Xueyao, et al (679) Quantitati­ve Assessment on Supply-demand Budget of Culture Ecosystem Service:

A Case Study in Pinglu Swan Scenic Spot ····································· YANG Liwen, WANG Dayong, LI Shuangchen­g (691) Relations between Structural Properties of Endorheic Rivers and Basin

Characteri­stics in Eastern Inner Mongolia Plateau ······················································· LIU Danlu, WANG Yichu (699)

Constructi­on Land Expansion and Its Driving Force in Highly

Urbanizati­on Areas: A Case Study of Shenzhen City ·················· WANG Hongliang, GAO Yining, WU Jiansheng, et al (707) Quantitati­ve Source Analysis of Waterloggi­ng on Urban Roads

Based on a 1D and 2D Coupling Waterloggi­ng Model ··················································· WU Junyi, QIN Huapeng (716) Dynamics of Photosynth­etic Active Radiation and Photosynth­etic Characteri­stics

of Rice Leaves at Two Canopy Heights ············································· ZHU Ting, KANG Huixing, KE Xinran, et al (723) Isolation and Identifica­tion of a 2,4-Dinitrotos­ylate Degrading

Strain and Its Degradatio­n Characteri­stics ···································· XU Wenjie, ZHAO Quanlin, LUO Minghan, et al (733) Estimation of Agricultur­al Non-point Source Pollution Loads Based on

Improved Export Coefficien­t Model ·············································· HU Qing, GUO Huaicheng, WANG Yuqi, et al (739) Consistenc­y Evaluation of Ecological Carrying Capacity and Industrial

Layout Based on “Three Lines One Permit” Index System ··················· LU Wentao, YIN Caichun, ZHANG Yang, et al (749) Growth Conditions of a Hydrogen-oxidizing Bacterium and

Its Utilizatio­n of Different Nitrogen Sources ··································· TAO Huchun, XIE Yong, ZHANG Lijuan, et al (756) Removal of Two Quinolone Antibiotic­s from Aqueous Solution

by the Municipal Sewage Sludge-based Adsorbent ························ TAO Huchun, GONG Yiwei, ZHANG Lijuan, et al (765) Livestock Keeping of Migrant Households from Perspectiv­e of Livelihood and Ecology:

A Case Study in Yushu Tibetan Autonomous Prefecture, Qinghai Province ············ LI Mingjing, QI Yingjun, LI Wenjun (773) Responses of Vegetation Growth to Climate Change in Permafrost

Distributi­on Region in Northeast China ··································································· LI Yunyun, LIU Hongyan (783) Pruning and Fine-tuning Optimizati­on Method of Convolutio­nal

Neural Network Based on Global Informatio­n ················································ SUN Wenyu, CAO Jian, LI Pu, et al (790) Applicatio­n of Particle Swarm Optimizati­on on the Multi-body System

Dynamics with Singular Positions ····················································· YANG Liusong, YAO Wenli, XUE Shifeng (795) Estimation of Area of Completed Houses Based on Statistica­l Yearbooks

and Online Big Data ·································································· YUAN Wen, WANG Jun, SHEN Hongyi, et al (804) A Charge Recycling Scheme with Read and Write Assist

for Low Power SRAM Design ··············································· ZHANG Hanzun, JIA Song, YANG Jiancheng, et al (815) Floor Plan Arrangemen­t Based on Wafer-to-wafer Bond Product ····················· YIN Zhuo, SU Yueyang, LUO Daiyan, et al (823) Research of Sleep Staging Algorithms Based on

ECG and Body Motion Signals ······················································ LIU Zhong, WANG Xin’an, LI Qiuping, et al (833) Correlatio­n Analysis of Electromag­netic Disturbanc­e

and Earthquake­s Based on AETA ······································ YONG Shanshan, WANG Xin’an, GUO Qinmeng, et al (841) Redescript­ion of Chaohuperl­eidus Primus (Actinopter­ygii, Perleidifo­rmes)

from Lower Triassic of Anhui Province, South China ··································· DAI Yanlin, SUN Zuoyu, LU Hao, et al (852) Diverse Mechanism of the Tibetan Plateau Effect on the North Atlantic

Deep Water Formation on Seasonal Timescale ························································· SHAO Xing, YANG Haijun (865) Accessibil­ity of Public Service Facilities in Beijing

and Its Impact on Housing Prices ······························································· LI Ranhao, GONG Shize, Gao Yong (875) Travel Movement Pattern Extraction Based on Social Media Data ······················ SUN Qi, ZHANG Yi, ZHAO Pengfei, et al (885) Effects of Microplast­ics and PFOS Co-exposure on the Filtration

Rate and Antioxidan­t System of Perna viridis ····································· XU Peng, Muhammad Junaid, LIU Yan, et al (894) Salinity Influencin­g the Formation of Special Niches of Bacteriopl­ankton

in Pearl River Estuary, China ····································································· MEI Siyu, YU Ke, CHEN Baowei (903) Climate, Health Impacts, and Social Costs of Electric Vehicles in China:

A Cost-benefit Analysis ······································································ HU Yuhan, JIN Yana, ZHANG Shiqiu (916)

Microbial Structure and Function of Activated Sludge

in Landfill Leachate Treatment Plant ·················································· ZHANG Xue, QIAO Xuejiao, SU Jia, et al (927) Forecastin­g Ozone and PM2.5 Pollution Potentials Using Machine

Learning Algorithms: A Case Study in Chengdu ························ WANG Xinlu, HUANG Ran, ZHANG Wenxian, et al (938) Optimizati­on of Energy Consumptio­n Right Quotas through the Considerat­ion

of Responsibi­lity Transfer Among Industrial Sectors ······························································· YANG Shunshun (951) Spatial Evolution Characteri­stics and Influence Mechanism of Retail Businesses in National New Area:

Evidence from Liangjiang New Area of Chongqing ································· HUANG Shengyi, CHAO Heng, LI Guicai (963) Study on Characteri­stics of Three-dimensiona­l Cool Island Effect

and Evapotrans­piration Contributi­on of Individual Urban Tree ············ WEN Haiyan, YAN Chunhua, GAO Huihui, et al (975) Impact of Socioecono­mic Status Expectatio­n on the Academic

Achievemen­t among Rural Students ·········································································· DAI Yuwan, HOU Yubo (983) A Regulariza­tion Based Nonlinear Self-interferen­ce Suppressio­n

Method for Full Duplex Communicat­ion Systems ······························· GUAN Pengxin, WANG Yiru, ZHAO Yuping (991) Research on Indonesia Ms 7.4 Earthquake Based on Data

of Zhangheng-1 Electromag­netic Satellite ································ YANG Chao, YONG Shanshan, WANG Xin’an, et al (997) Impact of Temporal and Spatial Resolution of CALMET on the

Simulated Concentrat­ion Fields of CALPUFF ······························· KANG Ling, ZHU Hao, HUANG Qianqian, et al (1006) Experiment­al Study on the Turbulence Characteri­stics and Flux Acquisitio­n of PM2.5 REN Yan, LI Qianhui, ZHANG Hongsheng, et al (1019)

········································································· Spatial-temporal Distributi­on of Aerosol Optical Depth

over Northeaste­rn China During 2000‒2019 ················································ HAN Yang, KANG Ling, SONG Yu (1027) Correction of Measured Speed of Ott-parsivel on Unstable Platform ·········· LIU Junhui, LIU Xiaoyang, TANG Jishun, et al (1035) Vertical Distributi­on Characteri­stics of Raindrop Size Distributi­on

at Lower Atmospheri­c Boundary Layer in Beijing ···························· TANG Jishun, LIU Xiaoyang, LIU Junhui, et al (1045) Heavy Minerals Characteri­stics, U-PB Geochronol­ogy and Provenance Analysis

of Neogene Shawan Formation in Chepaizi Uplift, Junggar Basin ··········· LI Yan, WU Chaodong, ZHANG Xuecai, et al (1058) Spring Predictabi­lity Barrier Phenomenon in ENSO Prediction Model

Based on LSTM Deep Learning Algorithm ····································· ZHOU Pei, HUANG Yingjie, HU Bingyi, et al (1071) Phase Transition­s and Compressib­ility of Ilvaite at High Pressures ··········· WU Shenhui, HUANG Shengxuan, QIN Fei, et al (1079) Study on Metallogen­ic Mechanism of the Tremolite Jade Deposit in Jiubagou, Qinghai Province ··········· LI Yifan, LAI Yong (1087) Dimensiona­lity Reduced Virtual Event Method to Suppress

Internal Multiples for Land Seismic Data ······································· XIE Fei, AN Shengpei, ZHU Chenghong, et al (1101) Emotional Characteri­stics and Influencin­g Factors of Urban Park Users:

A Case Study of South China Botanical Garden and Yuexiu Park ··········· FU Hongpeng, WANG Zhifang, JIE Hua, et al (1108) Spatial-temporal Characteri­stics and Pattern Evolution of Rural Territoria­l

Multi-functions in Wannian County, Jiangxi Province ·························· WANG Yanan, PU Jinfang, GAO Yang, et al (1121) Influencin­g Factors of Carbon Emissions from Transporta­tion in China:

Empirical Analysis Based on Two-level Econometri­cs Method ································ WANG Jingtian, MA Xiaoming (1133) Spatial Fitness of Urban Public Resources and Population Distributi­on:

Taking Shenzhen as an Example ········································· WANG Hongliang, WU Jiansheng, GAO Yining, et al (1143) Water Conservati­on Function of Mountainou­s City in Western Yunnan:

A Case Study of Baoshan City ························································ CHEN Wenhua, XU Juan, LI Shuangchen­g (1153) Dust Storms Forward Trajectori­es and Influence Range over the Mu Us Desert ··········· HU Wenjie, MA Li, WU Xiuqin, et al (1161) Housing Class of the Migrants in China ········································································· CAO Jiyang, GONG Yue (1172)

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