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使用Selenium从IEEE与谷歌学术批量爬取BibTex文献引用

  搞科研的小伙伴总是会被期刊严苛的引用文献格式搞的很头疼。虽然常用的文献软件可以一键导出BibTex,但由于很多论文在投稿之前都会先发上Arxiv占坑,软件就很可能会把文献引出为来自Arxiv。我用的是Zotero,就有这个毛病。

  因此,如果是IEEE的期刊,最好是直接去IEEE官网搜索并导出引用,否则可以使用谷歌学术。为了减少重复性的动作,我使用selenium来帮我完成这些操作。Selenium是Python的一个爬虫包,具体可以看:Python Selenium库的使用

  在此之前,需要安装的有:

  1、谷歌浏览器。也可以用别的浏览器,具体看上面的Selenium教程。

  2、Selenium控制谷歌浏览器的驱动。网址

  3、配置驱动的环境变量,就是把驱动解压的位置放到PATH里。感觉可有可无,因为代码中还是会用到驱动的位置。

  下面是Python代码,具体操作就是先从IEEE官网找,如果找不到再去谷歌学术找。需要具体配置的地方已在代码中注释:

#%% 从IEEE与谷歌学术爬取论文引用
from selenium import webdriver
from urllib import parse
from time import sleep

class GetBibs():
  def __init__(self, driver_path, option_path, ie_search_url, gg_search_url) -> None:
    self.ie_search_url = ie_search_url
    self.gg_search_url = gg_search_url
    # 启用带插件的浏览器
    option = webdriver.ChromeOptions()
    option.add_argument("--user-data-dir="+option_path)
    self.browser = webdriver.Chrome(executable_path = driver_path, options = option)   # 打开chrome浏览器
    self.browser.set_window_size(800,800) #不要随意修改,太窄会导致按钮的隐藏,模拟点击失效

  def get_bib_from_IEEE(self, paper_title):
    strto_pn=parse.quote(paper_title)
    url = self.ie_search_url + strto_pn
    self.browser.get(url)  
    compare_title = ''.join(list(filter(str.isalnum, paper_title))).lower()    
    #等待词条加载
    for i in range(100):
      try:
        elements=self.browser.find_elements_by_css_selector("[class='List-results-items']")
        elements[0].get_attribute('id')
        break
      except:
        sleep(0.1)
    #扫描所有词条,是否存在所需文献
    paper_url = r'https://ieeexplore.ieee.org/document/'
    for i in elements:
      s_title = i.text.split('\n')[0]
      s_title = ''.join(list(filter(str.isalnum, s_title))).lower()
      if s_title == compare_title:
        paper_url += i.get_attribute('id')
        break
    if paper_url == r'https://ieeexplore.ieee.org/document/': #没找到
      return ''
    # 进入文献页面
    self.browser.get(paper_url) 
    # 等待加载bib按钮     
    for i in range(100):
      try:
        element=self.browser.find_element_by_css_selector("[class='layout-btn-white cite-this-btn']")
        element.click()
        break
      except:
        sleep(0.1)
    # 点击bibtex
    for i in range(100):
      try:
        element=self.browser.find_element_by_css_selector("[class='modal-dialog']")
        element=element.find_elements_by_css_selector("[class='document-tab-link']")[1]
        element.click()
        break
      except:
        sleep(0.1) 
    for i in range(100):
      try:    
        self.browser.find_element_by_css_selector("[class='text ris-text']")
        break
      except:
        sleep(0.1) 
    sleep(2)
    bib = self.browser.find_element_by_css_selector("[class='text ris-text']").text
    return bib 

  def get_bib_from_google_scholar(self, paper_title):
    strto_pn=parse.quote(paper_title)
    url = self.gg_search_url + strto_pn
    self.browser.get(url)      
    #等待词条加载
    for i in range(100):
      try:
        element=self.browser.find_element_by_css_selector("[class='gs_r gs_or gs_scl']")
        element=element.find_element_by_css_selector("[class='gs_fl']")
        element=element.find_element_by_css_selector("[class='gs_or_cit gs_nph']")
        element.click()
        break
      except:
        sleep(0.1)
    for i in range(100):
      try:
        element=self.browser.find_element_by_id("gs_citi")
        element=element.find_element_by_css_selector("[class='gs_citi']")
        element.click()
        break
      except:
        sleep(0.1)
    for i in range(100):
      try:
        bib = self.browser.find_element_by_tag_name('pre').text
        break
      except:
        sleep(0.1)
    return bib

  def get_bib(self, paper_title):
    bib = self.get_bib_from_IEEE(paper_title)
    if bib != '':
      return "IEEE", bib
    return "Google", self.get_bib_from_google_scholar(paper_title) 

driver_path = r'C:/chromedriver/chromedriver' # 浏览器驱动位置
option_path = r"C:/Users/Administrator/AppData/Local/Google/Chrome/User Data/" # 使浏览器能用你自定义的设置,否则Selenium创建的浏览器对象是默认设置,一些插件就不能用了
ie_search_url = r'https://ieeexplore.ieee.org/search/searchresult.jsp?newsearch=true&queryText=' # 在执行代码之前,先打开IEEE官网的搜索页面,把类似的网址复制到这里,等号=后面就是一会儿要搜索的内容
gg_search_url = r'https://scholar.google.com/scholar?hl=zh-CN&as_sdt=0%2C5&inst=1597255436240989024&q=' # 谷歌学术也是一样
get_bibs = GetBibs(driver_path, option_path, ie_search_url, gg_search_url)
#%% **********************以上定义爬虫对象,以下开始爬取*******************************
paper_titles = { # 要爬取的论文,key用于标记,value是论文题目。下面是一些样例
  "ESPCN":'Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network',
  "Sparse_Coding":'Image Super-Resolution Via Sparse Representation',
  "ESRGAN":'ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks',
  "EnhanceNet":'EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis',
  'Meta-SR': 'Meta-SR: A Magnification-Arbitrary Network for Super-Resolution',
  'SAN': 'Second-Order Attention Network for Single Image Super-Resolution',
}

for k in paper_titles.keys():
  source, bib = get_bibs.get_bib(paper_titles[k]) 
  print(source+":",k)
  print(bib)
  print()

  IEEE与谷歌学术可能需要VPN,在爬之前要先做好准备。另外IEEE还需要登录机构账号,在此之前也要先登录好。

posted @ 2021-05-30 00:56  颀周  阅读(1534)  评论(0编辑  收藏  举报
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