Please cite this article in press as: A.A. Oladipo, M. Gazi, Nickel removal from aqueous solutions by alginate-based composite beads: Cen-
tral composite design and artificial neural network modeling, J. Water Process Eng. (2014), http://dx.doi.org/10.1016/j.jwpe.2014.12.002
ARTICLE IN PRESS
G Model
JWPE-98; No. of Pages 11
Journal of Water Process Engineering xxx (2014) xxx.e1–xxx.e11
Contents lists available at ScienceDirect
Journal of Water Process Engineering
journal h om epage: www.elsevier.com/locate/jwpe
Nickel removal from aqueous solutions by alginate-based composite
beads: Central composite design and artificial neural network
modeling
Akeem Adeyemi Oladipo
∗
, Mustafa Gazi
Department of Chemistry, Eastern Mediterranean University, Gazimagusa, TRNC via Mersin 10, Turkey
a r t i c l e i n f o
Article history:
Received 15 September 2014
Received in revised form 5 December 2014
Accepted 6 December 2014
Available online xxx
Keywords:
Bentonite
Acid dye
Artificial neural network
Nickel
Central composite design
a b s t r a c t
Alginate-based composite bead (AB) was applied for the removal of Ni(II) ions from solutions in batch
and fixed-bed systems. The reuse feasibility of the spent adsorbent was investigated for binding azo
dye. Elovich kinetic model and mean adsorption energy (E) (13.2 kJ mol
-1
) indicated that Ni(II) ions
removal followed ion-exchange mechanism. 98.5% removal for Ni(II) was observed at the maximum
column operation (viz. 2.0 mL/min flow rate, 100.0 mg/L influent concentration and 9.0 g dose). Artificial
neural network (ANN) and central composite design (CCD) models were applied to elucidate the complex
adsorption process, and the finding is consistent with the experimental data. Desorption efficiency (DE)
was noted to be higher when HCl (DE = 92%) was used as desorbing agent compared to NaOH (DE = 6%)
in the first cycle.
© 2014 Elsevier Ltd. All rights reserved.
1. Introduction
Increasing industrial activity lately has led to the release of
heavy metal infected effluent into freshwater systems, which is a
serious threat to the environment and biota [1]. Industrial process
such as electroplating, leather, textile, galvanization and batteries
production have contributed to the occurrence of life-threatening
pollutants in drinking water, surface water and even groundwater.
Heavy metals and dyes are the most undesired pollutants released
into the water bodies since tiny presence of dye can easily be
detected by human eyes and, high concentration of heavy metals
are undesirable to both human beings and aquatic animals. Nickel,
the fifth most abundant element has been reported to be toxic and
carcinogenic if accumulated above the World Health Organization
(WHO) limit (0.1 mg/L) in drinking water [2].
Research has shown that the toxicology effects of acid dyes are
obvious due to their ability to induce sensitization in humans as
a result of the dye complex structure [3]. Acid red 25 (AR) is an
azo dye extensively used in various industries and exposure to a
considerable amount of AR is responsible for life-threatening dis-
eases [4]. There are few reports dealing with the removal of nickel
∗
Corresponding author. Tel.: +90 392 630 2136; fax: +90 392 630 3039.
E-mail addresses: akeem.oladipo@emu.edu.tr (A.A. Oladipo),
mustafa.gazi@emu.edu.tr (M. Gazi).
from aqueous media compared with other heavy metals; hence it
is necessary to eliminate the threat as efficient as possible.
Adsorption process using adsorbents is regarded as economic,
simple and efficient technique for decontamination of wastewa-
ter [1–4]. Researchers have suggested the various adsorbent to
remove heavy metals/dyes from aqueous solutions [3–7]. However,
low performance, high cost and poor regeneration/reutilization of
spent adsorbent have led to the search for efficacious adsorbent [8].
Many reports focused on the removal of heavy metals from aqueous
media while few researches have been directed to the utilization
of the spent adsorbents which normally constitute secondary pol-
lution.
Bentonite has been used in this research due to its ion-exchange
capability, availability, excellent surface and structural properties
compared to other clays [8–10]. The bentonite’s adsorptive fea-
tures can be attributed to the negative charges on its surface which
emanated from the substitutions of metal ions (Al
3+
and Mg
2+
)
within the clay octahedral sheets making it suitable for adsorption
of heavy metals [10]. Even though bentonite exhibits specific selec-
tivity reaction with cations (M
+
), its separation from aqueous media
and regeneration after spent has limited its industrial application
[8].
The surface of the natural bentonite used in this study was
modified with HCl to enhance its ion-exchange capability and
encapsulated within the matrix of alginate (biopolymer) to improve
the overall structural integrity of the adsorbent and for easy sep-
aration after use [8,11]. In our previous study [8], AB was utilized
http://dx.doi.org/10.1016/j.jwpe.2014.12.002
2214-7144/© 2014 Elsevier Ltd. All rights reserved.