Biodegradability prediction is biologically inspired computing and attempts to predict biodegradability of anthropogenic materials in the environment. Demand for biodegradability prediction is expected to increase with governments stepping up environmental regulations (see, for instance, testing for bioaccumulation in the REACH proposal).[citation needed]
Example:
Development of quantitative structure-activity relationship (QSARs) for biodegradation, for instance, biochemical oxygen demand for chemicals released into the environment with the aid of machine learning and other artificial intelligence methods.[1]
The University of Minnesota Biocatalysis and Biodegradation Database (UM-BBD), which contains information on microbial biocatalytic reactions and biodegradation pathways for primarily xenobiotic, chemical compounds. One of its many features allows the prediction of microbial catabolic reactions using substructure searching, a rule-base, and atom-to-atom mapping.
^Artificial Intelligence & biodegradability paper James R. Baker, Dragan Gamberger, James R. Mihelcic and Aleksandar Sabljić (2004) "Evaluation of Artificial Intelligence Based Models for Chemical Biodegradability Prediction", Molecules , 9, 989-1004
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laboratory tests on aqueous hydrolysis, photolysis in water and air, biodegradability in soils and water-sediment systems under aerobic and anaerobic conditions...
have shown that 99% of fatty alcohols lengths C12–C18 are removed. Fate prediction using fugacity modeling has shown that fatty alcohols with chain lengths...
was in fact a protein. Linus Pauling is credited with the successful prediction of regular protein secondary structures based on hydrogen bonding, an...
American Chemical Society. Thombre SM, Sarwade BD (2005). "Synthesis and Biodegradability of Polyaspartic Acid: A Critical Review". Journal of Macromolecular...
stability during storage and in vivo usage, no toxicity and antigenicity, biodegradability, reproducibility, scale up of the production process and a better control...
Concentrate Treatment with a Fluidized Bed Fenton Process: Performance Prediction and Process Optimization". ACS ES&T Water. 1 (4): 847–858. doi:10.1021/acsestwater...
No. 17. Phytophthora cinnamomi and Australia's biodiversity: impacts, predictions and progress towards control". Australian Journal of Botany. 56 (4):...
technologies can no longer be considered emerging. Listing here is not a prediction that the technology will become widely adopted, only a recognition of...
dissolved oxygen. There have been proposals for automation to make rapid prediction of BOD so it could be used for on-line process monitoring and control...
source of energy. Plastic pollution acts as a more durable "ship" than biodegradable material for carrying the organisms over long distances. This long-distance...
membrane surface, and provides oxygen to the biomass, leading to better biodegradability and cell synthesis. Submerged membrane bioreactor systems became preferred...
results in the 3.53 Mt 15% fission Zuni test at Bikini in 1956. The predictions were made under simulated tactical nuclear war conditions aboard ship...
Intelligence and Machine Learning (AI&ML) that could improve the accuracy of prediction for natural hazards. The Advanced Materials Research Centre (AMRC) has...
value has to be stored securely within the card to prevent unauthorized prediction of the generated OTPs. One-Time Passwords generation is based either on...
cooling appears to be dominant. Predictions of ozone levels remain difficult, but the precision of models' predictions of observed values and the agreement...
transatlantic airline flights by the middle of the 21st century. This prediction is supported by data showing that incidents of severe turbulence increased...
Gordon–Taylor constant (an experimentally determined constant for the prediction of the glass transition temperature for different mass fractions of a...