Journal of Environmental Protection, 2012, 3, 748-759
doi:10.4236/jep.2012.38089 Published Online August 2012 (http://www.SciRP.org/journal/jep)
Factorial Designs Application to Study Enhanced
Bioremediation of Soil Artificially Contaminated with
Weathered Bonny Light Crude Oil through
Biostimulation and Bioaugmentation Strategy
Samuel E. Agarry
*
, Oladipupo O. Ogunleye
Biochemical Engineering and Biotechnology Research Laboratory, Department of Chemical Engineering, Ladoke Akintola Univer-
sity of Technology, Ogbomosho, Nigeria.
Email: {
*
sam_agarry, ooogunleye}@yahoo.com
Received May 12
th
, 2012; revised June 9
th
, 2012; accepted July 11
th
, 2012
ABSTRACT
The objective of this study was designed to evaluate the effects of biostimulation and bioaugmentation amendment
agents (NPK fertilizer, Tween 80 and mixed culture) on the bioremediation of tropical soil samples artificially con-
taminated with Weathered Bonny Light Crude Oil (WBLCO). Response Surface Methodology (RSM) with Box
Behnken Design (BBD) was used with three levels and three factors of NPK fertilizer (2 - 6 g), Tween 80 (5 - 15 mg/l)
and mixed culture (0.5 - 1.5 g/l) as independent variables and WBLCO removal as dependent variable (response) in a
six weeks remediation period. The results showed that the rate of WBLCO removal generally increased with increase in
the amount of NPK fertilizer, Tween 80 and mixed culture (biomass), respectively. A statistically significant (P <
0.0001) second-order quadratic regression model for WBLCO removal (using design-expert statistical program (v.
6.0.8)) with a coefficient of determination, R (=0.9996) was obtained. Numerical optimization technique based on de-
sirability function was carried out to optimize the bioremediation process. The optimum values for biostimulation and
bioaugmentation amendment agents to achieve a predicted maximum WBLCO removal of 84.88 percent were found to
be: NPK fertilizer, 4.25 g; Tween 80, 10.22 mg/l and mixed culture, 0.46 g/l. At this optimum point, the observed
WBLCO removal was found to be 83.79 percent. The statistical analyses and the closeness of the experimental results
and model predictions show the reliability of the regression model and thus, biostimulation and bioaugmentation of in-
digenous microbial density and activity can reduce remediation period of petroleum hydrocarbon contaminated envi-
ronment and subsequently the cost of remediation.
Keywords: Bioremediation; Box-Behnken Designs; Crude Oil; Second-Order Quadratic Regression Model
1. Introduction
Crude oil is an extremely complex mixture of aliphatic
and aromatic hydrocarbons, including volatile compo-
nents of gasoline, petrol, kerosene, lubricating oil and
solid asphaltene residues. In developed and developing
countries, contamination of soil and marine environment
by crude oil and petroleum products has become a seri-
ous problem. The main sources of this contamination can
originate from natural oil seepage and human activities
including extraction, transportation, utilization of petro-
leum (crude oil and natural gas), oil field installations,
petroleum plants (refining), liquid fuel distribution and
storage devices, transportation equipment for petroleum
products, airports and illegal drillings in pipe lines [1-3].
The scale of the hazards imposed on the natural envi-
ronment depends on the surface of the area contaminated
by petroleum products, their chemical composition, and
the depth at which pollutants occur.
Crude oil causes a variety of risks when released into
the environment. It is physically, chemically and bio-
logically harmful to soil because of the presence of many
toxic compounds, such as polycyclic aromatic hydrocar-
bons, benzene and its substituted and cycloalkane rings,
in relatively high concentrations. The fate and effects of
spilled crude oil and its products in soils have already
been the subject of several studies [4-6]. Biodegradation
of hydrocarbon compounds is one of the most important
processes involved in the weathering and eventual re-
moval of oil from the environment, particularly for its
non-volatile components. Thus, potentially biodegrada-
*
Corresponding author.
Copyright © 2012 SciRes. JEP