Biofilm monitoring on rotating discs by image analysis

Biotechnology and Bioengineering

Volumn 103, Issue 1, 2009, Pages 105-116

  Pons, Marie Noëlle ^a   Milferstedt, Kim ^b,d   Morgenroth, Eberhard ^b,c  

^a CNRS   (France)

^b University of Illinois at Urbana Champaign   (United States)

^c UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

^d UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

Author keywords

Biofilm; Image analysis; Macrostructure; Opacity; Rotating disc; Visual texture

Indexed keywords

ANNULAR ZONE; BIOFILM MONITORING; DEPENDENCE MATRIX; DESCRIPTORS; FLATBED SCANNERS; GEOMETRICAL TRANSFORMATION; GRAY LEVEL IMAGE; GRAY-LEVEL; LAB-SCALE ROTATING; MACROSTRUCTURE; MACROSTRUCTURES; NON-INTRUSIVE; PRINCIPAL COMPONENTS ANALYSIS; QUANTITATIVE IMAGE ANALYSIS; RECTANGULAR IMAGE; ROTATING DISC; STANDARD DEVIATION; SYNTHETIC WASTE WATER; TEXTURAL INFORMATION; TEXTURAL PARAMETERS; VISUAL TEXTURE;

BIOFILMS; BIOLOGICAL WATER TREATMENT; IMAGE ANALYSIS; OPACITY; PRINCIPAL COMPONENT ANALYSIS; ROTATION; TEXTURES; WASTEWATER; WASTEWATER TREATMENT;

BIOFILTERS;

ARTICLE; BIOFILM; BIOFILM REACTOR; BIOLOGICAL MONITORING; IMAGE ANALYSIS; PROTOZOON; WASTE WATER MANAGEMENT; GROWTH, DEVELOPMENT AND AGING; IMAGE PROCESSING; METHODOLOGY; MICROBIOLOGY;

PROTOZOA;

BIOFILMS; IMAGE PROCESSING, COMPUTER-ASSISTED; WATER MICROBIOLOGY;

EID: 64749105103     PISSN: 00063592     EISSN: 10970290     Source Type: Journal    
DOI: 10.1002/bit.22222     Document Type: Article

References (19)

1. Beyenal H, Donovan C, Lewandowski Z, Harkin G. 2004. Three-dimensional biofilm structure quantification. J Microb Meth 59:395-413.
2. Cheng HD, Cui M. 2006. Mass lesion detection with a fuzzy neural network. Pattern Recognit 37:1189-1200.
3. Einax JW, Zwanziger HW, Geib S. 1997. Chemometrics in environmental analysis. Weinheim: VCH. p. 384.
4. Ferree MA, Shannon RD. 2001. Evaluation of a second derivative UV/visible spectroscopy technique for nitrate and total nitrogen analysis of wastewater samples. Wat Res 35:327-332.
5. Ge S, Carruthers R, Gong P, Herrera A. 2006. Texture analysis for mapping Tamarix parviflora using aerial photographs along the cache Creek, California. Environ Monit Assess 114:65-83.
6. Gelzinis A, Verikas A, Bacauskiene M. 2007. Increasing the discrimination power of the co-occurrence matrix-based features. Pattern Recognit 40:2367-2372.
7. Haralick RM. 1979. Statistical and structural approaches of texture. Proc IEEE 67:786-804.
8. Haralick RM, Shanmugam K, Dinstein I. 1973. Textural features for image classification. IEEE Trans Syst Man Cyber 3:610-621.
9. Howard I, Espigares E, Lardelli P, Martin JL, Espigares M. 2004. Evaluation of microbiological and physicochemical indicators for wastewater treatment. Environ Toxicol 19:241-249.
10. Milferstedt K, Pons MN, Morgenroth E. 2006. Optical method for long-term and large-scale monitoring of spatial biofilm development. Biotechnol Bioeng 94:773-782.
11. Milferstedt K, Pons MN, Morgenroth E. 2007. Texture analysis of spatial biofilm development. Water Sci Technol 55(8-9):481-488.
12. Milferstedt K, Pons MN, Morgenroth E. 2008. Textural fingerprints: A comprehensive descriptor for biofilm structure development. Biotechnol Bioeng 100:889-901.
13. Moolman DW, Aldrich C, van Deventer JSJ, Stange WW. 1995. The classification of froth structures in a copper flotation plant by means of a neural net. Int J Miner Process 43:193-208.
14. Morgenroth E, Wilderer PA. 2000. Influence of detachment mechanisms on competition in biofilms. Wat Res 34:417-426.
15. Najafpour G, Yieng HA, Younesi H, Zinatizadeh A. 2005. Effect of organic loading on performance of rotating biological contactors using palm oil mill effluents. Process Biochem 40:2879-2884.
16. Nilsson I, Möller A, Mattiasson B, Rubindamayugi MST, Welander U. 2006. Decolorization of synthetic and real textile wastewater by the use of white-rot fungi. Enz Microb Technol 38:94-100.
17. Okabe S, Hirata K, Watanabe Y. 1995. Dynamic changes in spatial microbial distribution in mixed-population biofilms: Experimental results and model simulation. Wat Sci Technol 32(8):67-74.
18. Patwardhan AW. 2003. Rotating biological contactors. A review. Ind Eng Chem Res 42:2035-2051.
19. Venkat Ramana K, Ramamoorthy B. 1996. Statistical methods to compare the texture features of machined surfaces. Pattern Recognit 29:1447-1459.