Plackett-Burman experimental design, based on numerical modelling, has been applied to evaluate the significance of culture conditions affecting petroleum oil bioremediation by newly isolated Penicillium sp. Ten variables through 13 trials were studied simultaneously, namely, ammonium sulphate, urea, potassium phosphate dibasic, casein hydrolysate, yeast extract, spore suspension concentration,
... [Show full abstract] sodium chloride, trace elements solution, temperature and pH, to elucidate their effect and significance on petroleum degradation percentage. Several factors affected the bioremediation process positively, while others have negative effects on oil bioremediation. Based on petroleum weight loss calculations, potassium phosphate dibasic, casein, yeast extract, pH, trace elements and spore suspension volume promoted the petroleum oil removal by Penicillium sp., whereas ammonium sulphate, urea and temperature were found to inhibit its removal from the medium. On the other hand, with respect to aliphatic hydrocarbon degradation, it was found that all other factors except potassium phosphate dibasic, pH, trace element and temperature contributed negatively in the aliphatic hydrocarbon degradation. Combination of trial number 9, which contained higher levels of casein, yeast extract, spore suspension and trace elements and low levels of all other factors represents the near optimum conditions for petroleum removal (86.64%) based on weight calculations. In addition, combination in trial number 1 which contained higher levels of ammonium sulphate, potassium phosphate dibasic, temperature and trace elements and low levels of other factors in the medium is the near optimum formulation for aliphatic hydrocarbon degradation (58.78%).