Assessing the Similarity of Cyanide-Free Gold Leaching Processes: A Case-Based Reasoning Application

Maria Leikola, Christian Severin Sauer, Lotta Rintala, Jari Aromaa, Mari Lundström

Research output: Contribution to journalArticleScientificpeer-review

1 Citation (Scopus)
145 Downloads (Pure)


Hydrometallurgical researchers, and other professionals alike, invest significant amounts of time reading scientific articles, technical notes, and other scientific documents, while looking for the most relevant information for their particular research interest. In an attempt to save the researcher’s time, this study presents an information retrieval tool using case-based reasoning. The tool was built for comparing scientific articles concerning cyanide-free leaching of gold ores/concentrates/tailings. Altogether, 50 cases of experiments were gathered in a case base. 15 different attributes related to the treatment of the raw material and the leaching conditions were selected to compare the cases. The attributes were as follows: Pretreatment, Overall method, Complexant source, Oxidant source, Complexant concentration, Oxidant concentration, Temperature, pH, Redox-potential, Pressure, Materials of construction, Extraction, Extraction rate, Reagent consumption, and Solid-liquid ratio. The resulting retrieval tool (LeachSim) was able to rank the scientific articles according to their similarity with the user’s research interest. Such a tool could eventually aid the user in finding the most relevant information, but not replace thorough understanding and human expertise.
Original languageEnglish
Article number434
Number of pages24
Issue number10
Publication statusPublished - 2 Oct 2018
MoE publication typeA1 Journal article-refereed


  • hydrometallurgy
  • information retrieval
  • case-based reasoning
  • knowledge modelling
  • cyanide-free gold

Fingerprint Dive into the research topics of 'Assessing the Similarity of Cyanide-Free Gold Leaching Processes: A Case-Based Reasoning Application'. Together they form a unique fingerprint.

  • Equipment

  • Cite this