کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6452150 1417001 2017 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Laser reflectance measurement for the online monitoring of Chlorella sorokiniana biomass concentration
ترجمه فارسی عنوان
اندازه گیری بازتابی لیزر برای نظارت آنلاین بر میزان غلظت زغال سنگ کلرلا ساروکینایانا
موضوعات مرتبط
مهندسی و علوم پایه مهندسی شیمی بیو مهندسی (مهندسی زیستی)
چکیده انگلیسی


- A method for the rapid online estimation of Chlorella sorokiniana biomass concentration is proposed.
- The method is based on the processing of laser reflectance data through machine learning techniques.
- The method requires low calibration effort and can be readily applied in industrial facilities.
- It is applicable to other strains and to turbid suspensions of biomass with tendency to aggregate.

Fast and reliable methods to determine biomass concentration are necessary to facilitate the large scale production of microalgae. A method for the rapid estimation of Chlorella sorokiniana biomass concentration was developed. The method translates the suspension particle size spectrum gathered though laser reflectance into biomass concentration by means of two machine learning modelling techniques. In each case, the model hyper-parameters were selected applying a simulated annealing algorithm. The results show that dry biomass concentration can be estimated with a very good accuracy (R2 = 0.87). The presented method seems to be suited to perform fast estimations of biomass concentration in suspensions of microalgae cultivated in moderately turbid media with tendency to aggregate.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Biotechnology - Volume 243, 10 February 2017, Pages 10-15
نویسندگان
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