Ijraset Journal For Research in Applied Science and Engineering Technology
Authors: Boniface Ugochukwu Okonkwo, Paulraymond Ugonna Aririatu, Uchechukwu Victor Opara, Stephen Chukwuemeka Nwala, Kizito Chiziterem Ekebor, Chukwuka Anthony Onwuasoeze
DOI Link: https://doi.org/10.22214/ijraset.2023.53864
Certificate: View Certificate
Extraction of virgin coconut oil from coconut kernel is a major influential step for their commercialization. There are many extraction processes among which cold and hot extraction are conventional extraction processes. This paper focused on the design, construction and testing of a coconut extractor using fresh-dry process based on the low pressure oil extraction method production of virgin coconut oil to reduce the settling time of oil. Additionally, tests carried out on the machine were the oil quality test, yield comparison with conventional oil extractors and user experience. The drying motor of 1500hp was used for grinding and a 12V Dc motor converted to an AC drive was used for conveying to the extraction chamber. A heating element of 3KW was incorporated in the extraction chamber which was properly lagged to avoid heat losses. Results obtained showed that it takes 800 seconds of heating time at 70oC to actually extract oil from dried coconut under different parameter such as drying temperature, extraction time and moisture content. The production efficiency of machine was calculated to 69.5% and the machine performance was certified good. Oil quality was recorded at 0.46% free fatty acid. The designed extractor yielded approximately 20.7% of oil against 14.1% as recorded from traditional methods. User experience was rated an average of 8.47 on a maximum scale of 10 with ratings obtained from experts (7.5) experienced users (8.7) and non- experienced users (9.2). The production machine is novel for easier, safer and more economical extraction of virgin coconut oil over the traditional and conventional methods.
I. INTRODUCTION
Extraction of virgin coconut oil from coconut kernel is a major influential step for their commercialization. There are many extraction processes among which cold and hot extraction are conventional extraction processes. The hot extraction process carried out by pressing the clean, ground and fresh coconut to yield coconut milk followed by heating at the high temperature that could remove the useful micronutrient. Cold process extraction of coconut oil takes place through destabilization of the coconut milk emulsion without heating such a fermentation, chilling and thawing, or centrifugation. The oil extraction technology has been in use for a very long time in the developed countries and the techniques that are followed for expelling oil are very laborious and relatively inefficient. There has not been any significant improvement in the oil extraction processes and even today a century old technology such as single screw press, hydraulic presses are being used in various part of the country. The oil extractor is a screw type machine, which presses nuts through a caged barrel-like cavity. coconut enter from the hopper, grinded, pressed and oil exit the other side. The machine uses friction and continuous pressure from the screw as it drives in and compresses the seed material. The oil seeps through small openings that do not allow solid seed fibre to pass through.
Afterward, the pressed nut is formed into a hardened cake, which is removed from the machine. Extractor pressing (also called oil pressing) is a mechanical method for extracting oil from raw materials. The raw materials are squeezed under high pressure in a single step. When used for the extraction of food oils, typical raw materials are nuts, seeds, and algae, which are supplied to the press in a continuous feed. If we scale down the industrial oil extractor, we can see that the main workings of the extractor are the helical thread in the barrel that creates a large amount of force pressing the coconut in the process extracting the oil. The best scale down version of the helical thread is to use a screw press in a cage barrel or press chamber. It will act as a miniature extractor and it will be cost-effective for a setting up a small business. In other words, the oil extractor in this report is a miniature or a scale down version of its industrial cousins. The design of the oil extractor needs to be suitable for small-medium businesses where the total cost of setting up and running the machine is low
Virgin coconut oil (VCO) is a growing in popularity as functional food and the public awareness of it is increasing .it is expected that VCO will experience a dramatic growth in the market. It has a mild to intense fresh coconut scent depending on the type of process used for production. VCO can be consumed in its natural state without the need for further processing.
A. Problem Statement
Production process of the coconut oil in Nigeria is by the fermentation method. In this process, the coconut is fermented for 24 to 36 hours. During this period, the lighter oil is separated from the water and the resulting wet oil is slightly heated for a short time to remove the moisture and it is then finally filtered. Industrial facilities utilizing this procedure often require advanced refining techniques to expunge the fermented odour. Furthermore, this method of producing oil from coconuts has been seen to be tedious, inefficient and generally yields little oil.
These problems therefore make production hard and unprofitable. A high yield equipment, based on high quality process for both high and medium scale production is needed.
B. Objectives Of Study
The main objective of this study is to design and evaluate the performance of a coconut oil extracting machine. The specific objectives include:
II. LITERATURE REVIEW
A. Economic Importance Of Coconut Oil
In its purest form, coconut oil is clear (like clean water), with a distinct coconut flavour and aroma and no rancid smell, even without undergoing chemical refining and deodorisation processes. It was only in the late 1990s that the clear version of coconut oil (otherwise known as virgin coconut oil) became known in the market. The coconut oil which has been traditionally produced and traded since the later part of the 19th century is yellow in colour. The most significant physical property of coconut oil is that, unlike most fats, it does not exhibit gradual softening with increasing temperature but passes rather abruptly from a brittle solid to a liquid within a narrow temperature range. Coconut oil is liquid at temperatures of 27°C or higher and is solid at 22°C or lower, when it is similar to the consistency of cocoa butter. Coconut oil that does not rapidly solidify when placed in the refrigerator is not pure, and presumably has been mixed with other oil or other substances. Copra-derived coconut oil has been produced and used commercially for almost a century as such, its use for edible and inedible applications have already been well established (Banzon, 1990). For edible purposes, coconut oil is generally used as:
a. As a frying and cooking oil because of its excellent resistance to rancidity development.
b. It is also used as a substitute for expensive butter fat in filled milk, filled cheese and ice cream making these products cheaper without changing their palatability.
c. When hydrogenated, coconut oil is used as margarine, shortening and baking fat. Other edible applications of coconut oil are (Banzon,1990):
d. As a source of fat in infant formulas and baby foods because of its easy digestibility and absorbability;
e. As a spray oil for crackers, cookies and cereals to enhance flavour, increase shelf-life and impart a glossy appearance;
f. As an ingredient in confectionaries such as candy bars, toffee, caramels, etc
And as an oil obtained from the fresh, mature kernel of the coconut by mechanical or natural means, with or without the use of heat, without undergoing chemical refining, bleaching or deodorizing, and which does not lead to the alteration of the nature of the oil. The intensity of the scent depends on the process used in its production, coconut oil has the same physical and chemical characteristics but have different sensory attributes and prices.
2. Uses and Applications
As an edible oil, coconut oil is used for frying and cooking because of its good resistance to rancidity development Bawalan et al. (2006). It is also used as a substitute for expensive butterfat in filled milk, filled cheese (reconstituted milk/cheese) and ice cream to make these products more affordable without altering their palatability.
When hydrogenated, coconut oil is used as margarine, shortening and baking fat. Other edible applications are as follows:
a. a source of fat in infant formulas and baby foods because it can be easily absorbed and digested;
b. a spray oil for crackers, cookies and cereals to enhance flavour, increase shelf-life and impart a glossy appearance;
c. an ingredient in confectionary. The Spectrum of Coconut Products (PCA undated) states that in food preparations and in diet, coconut oil performs the following functions:
d. It serves as an important source of energy in the diet.
e. It supplies specific nutritional requirements.
f. It provides the lubricating action in dressings and the leavening effect in baked items.
g. It acts as a carrier and protective agent for fat-soluble vitamins.
h. It contributes to palatability and enhances the flavour of food.
The major inedible use of coconut oil is as a raw material for (Bawalan et al., 2006):
3. Traditional and Mechanized Methods of Coconut Oil Extraction
It is important to note the following comparison between the mechanized extraction and the traditional method. Or the advantage of mechanized extraction has over the local method.
a. The mechanized extraction saves time unlike the traditional method which is time consuming.
b. In mechanized extraction, a greater percentage of oil is obtained unlike the traditional method where much oil been loss.
c. The stress undergone in the traditional method is highly reduced when it is done mechanically. However, in traditional method, the mechanized extraction has disadvantage, if not properly checked the fluid will contaminate the oil.
B. Design Principles
Sangameshwara (2015) highlights that the machine has a simple construction and is light in weight which makes it portable and can be used for domestic and commercial purposes. His study, however was limited in its applications as he chose to focus only on the size of the machine. It may have been more illustrative to broaden the scope of the study. Aremu et al. (2013) presented the design of an oil extractor machine for kenaf. The designed machine having the capacity of 36.5 kg/hr and capable to extracted oil efficiency up to 62.2%. The designed machine is provided with the best lubrication and easily maintained. Shankar Haldar et al. (2012) presented the research study on the information about the oil extractors including the availability of raw materials. This study mainly emphasis on the different issues related with used oil; extractor its design features and process and developing the site for extractor industries. Zamandeh et al. (2004) presented the different failures analysis methods and the materials selection for oil extractors. In this report paper, various subsets of the design materials are taken in to consideration applicable to the study. This study includes mainly on the failures in the, paints and coatings, plastics and electronics, as well as failure caused by corrosion and principles of root cause determination within that particular field. Deli et al. (2011) carried out the research study effects of physical parameters in screw press machine. In this study, sativa seeds were studied using a screw type oil extractor. The study is carried out with different sizes of nozzle and at different speed of the shaft, also the different diameter of the shaft is taken into the consideration for the study. It is found that the shaft diameter with 8mm shows low yields output but the diameter of the shaft 11mm with speed of 65 RPM shows the good performance. The nozzle size of 12mm recorded the same percentages of yields. The most of results obtained are varying with changes in the physical parameters, the optimum conditions of parameters recorded 22.27% oil yields with 8mm diameter and 19.05% with 11mm diameter of extractor shaft.
Ebuka et al. (2015) did precisely that in their pivotal longitudinal, multi-facility, broad-scope of study which a machine is incorporated with both heating element and a plunger to get at least 80 percent of virgin oil in a single operation. What this reveals to us is that coconut oil extractions from coconut gratings using the ram press, the sundried coconut gratings containing approximately 3% moisture can be processed in a ram press. Sreenatha Reddy et al. (2010) developed the mini model of the oil extractor screw shaft and finding out the effect with variation of compression ratio of oil chamber along with speed of screw shaft.
The experimentation is carried out with Pongamia and Jatropha seeds and the compression ratio are maintained at 14:1 to 21.5:1 with alternating speed of shaft between 35 to 654 RPM. The results of the study concluded that the compression ratios have significant impact on the performances of the oil extractor screw. Ibrahim et al. (2005) carried out the review on the different technologies for oil extraction from agricultural product. The presented study included the use of different techniques for pre-processing conditions including the removal of hulls and shells, pre-processing conditioning such as size reduction, moisture content adjustment, heat treatment and pressure application, as well as the method employed in the extraction namely; traditional and modern(improved) methods discussed in this paper.
Adesoji et al. (2012) designed, an oil extractor screw press and tested with extraction of oil in palm kernel and soya bean. The extractor is powered with 15 HP three phase motor. The average extraction efficiency of 13.48 and 22.79% obtained with designed extractor screw. The results concluded that the mini extractor can be useful in the production of oil for soybean and palm extraction for community. This is equivalent to an extraction efficiency of 85% which is comparable to that achieved by a small-scale extractor. This process shows considerable promise, but has yet to be widely adopted. A weakness with this argument, however is that the efficiently of the virgin coconut oil fully depends on the accurate management of the moisture content of the raw coconut before the extraction of the oil.
This is very important because the fresh dry low pressure oil extraction method is also called intermediate moisture content method by the researchers from the Natural Resources Institute (NRI) of the United Kingdom which developed and introduced the technology to the Philippines and several countries in Africa. It works on the principle that oil from seeds or nuts can be extracted using low pressure (About 31.7bar) provided that the moisture content of the raw material is within the range of 10-13%. The traditional process of extracting plant-based oil is through the use of high-pressure extractors (above 110.3bar) generally at a feed moisture content of 3-4%.
C. Moisture Content And Temperature
Arunkumar et al. (2014) found that the extraction of oil from coconut either by dry process or wet process could be more difficult during rainy seasons and for those who are not comfortable with the conventional method of oil extraction process, they have developed a new machine without making use of solar heat for 10-15 days for drying coconut. Hence this compact model has been developed to eliminate the disadvantage for drying mature coconut in the sun for more than a week.
Ewuzie (2018) made a very valid point that instead of drying mature coconut for dehumidification, he made use of heater and blowers to dehumidify the coconut moisture. He countered the numerous village-scale industries that use wet processing and said that most of them are in effect, scaled-up versions of domestic method, he further added that such operations usually incorporate a powered grater and some form of manual press to extract the coconut milk.
Over the years, researchers found that moisture content is one of the principal factors, which govern the overall quality of desiccated coconut. Generally, rancidity and microbial contaminations may proportionately Increase with the Increase of moisture content of the sample. Choe et al. (2006) study made a strong point that, moisture and volatile matter are important determination of oil quality. He further suggested that it actually desirable to keep the moisture content low as it will increase the shelf life by preventing oxidation and rancidity process. Raghavendra et al. (2001) study suggested that moisture content promotes hydrolytic rancidity of fats and oil. Refined Coconut Oil (RCO) had significantly lower moisture content that all Virgin Coconut Oil samples (Asian and Pacific Coconut Community, APCC, 2009). Enzymatic and centrifugation techniques had moisture content of 0.39 and 0.34%, respectively which were both above APCC set standard of < 0.2% as separation of water and oil phase is based on the centrifugal force used.
D. Extraction Processes
Virgin coconut oil, coconut oil that has been expressed from copra obtained from the fresh kernel of coconut by mechanical or natural means with or without the application of heat and which does not lead to alteration of oil in any way. The extraction of oil from oilseeds is a major influential step for the commercialization.
Ravindra (2017) study found that the extraction process has a direct effect on the quality and quantity of oil obtained. Virgin coconut oil is extracted from fresh and mature kernel of the coconut by natural mechanical means with or without the use of heat and without undertaking chemical treatment and refining procedure therefore, retaining the sensory and functional characteristics of fresh coconut various methods like solvent extraction method, dry method and wet methods are available for extraction of coconut oil from coconut kernel. Marina (2009) made a strong suggestion that the use of solvents for oil recovery has several drawbacks such as high safety hazard, high-energy input, low quality oil, environmental risk and low-quality meal.
Bhosle et al. (2005) did that precisely in wet method, oil is extracted through coconut milk by heating and non-heating processes. In heating process, oil is extracted by direct heating of coconut milk whereas in non-heating process the oil is extracted through aqueous extraction process and enzymatic extraction process. In non-heating for the extraction of VCO therefore found to be advantageous over heating process in retaining the functional characteristics of fresh coconut.
A more common procedure, carried out in Tanzania, is to allow the milk to stand overnight. The oily upper layer (cream) which separates is then pre-heated to obtain oil. Using this method oil extraction rates vary from about 12 to 23litres of oil/100 kg fresh coconut kernel. Modh et al. (2011) presented the thrust ball bearing analysis in the oil extractor. The thrust bearing is designed with analytical treatment and the analysis results the Principal stress, Principal strain and axial deformation found to be reduced. Khanagar et al. (2012) addressed the different techniques in failures analysis of shaft used in oil extractor. Roll shaft failure can be prevented primarily by introduction of better material design optimization and by using correct manufacturing processes. In conclusion, the type of expeller depends largely on the following investigated parameter; power applied per mass (in kg) of the material being processed, the types of barrel, the form of expeller’s feed end, the form of the choke section and the worm configuration.
E. Dearth In Literature
Cold weather condition: the cold weather has been a cog in the wheel in production of coconut in traditional method. Heating tray: using heating tray to reduce the moisture content has limitations and it exposes the coconut to contaminant.
Therefore, this project will bridge those gaps in previous works by designing coconut extractor that works in diverse weather conditions with improved heating efficiency.
III. MATERIALS AND METHODS
A. Material Selection
Certain considerations were made in the selection of different materials for the extractor. These include cost and availability, strength, thermal and chemical properties, and machinability of the material for the required optimal design.
Table 3.1: Parts and materials of coconut oil extracting machine
S/N |
Parts |
Materials used |
1 |
Hopper |
Stainless Steal |
2 |
Worm shaft |
Stainless Steal |
3 |
Oil barrel |
Stainless Steal |
4 |
Oil outlet |
Stainless Steal |
5 |
Grater shaft |
Stainless Steal |
6 |
Industrial bearings |
Mild Steal |
7 |
Pulley |
Mild Steal |
8 |
Belt |
Rubber |
9 |
Machine Frame |
Mild Steal |
10 |
Bolt and Nut |
Mild Steal |
11 |
Electric Motor (2 hp) |
Cast Iron with Winding |
12 |
Electric heater |
Stainless Steal |
In the design of coconut oil extracting machine many things were considered when analysing the system. Manufacturing processes includes the processes involved in using various construction methods in producing the extracting machine. In manufacturing, the principal common characteristic is that something physical is being produced or created i.e., output consists of goods or machine, which differs physically. Manufacturing therefore requires some physical transformation or a change in utility of resources. The parts are different components that when assembled make up the unit in such processes care precision should be the top most priority when carrying out the construction. As far as the selection of material for the construction of machine component and parts is a vital aspect of design.
Other important considerations included:
a. Ease of use, availability and cost of construction materials.
b. Desire to design the press barrel to accommodate the required quantity of coconut
c. Desire to design the screw press to ensure maximum pressing and conveyance of the coconut.
d. Consideration of incorporating a heating element to pre-heat coconut by conduction before extraction.
e. Consideration was given for a strong machine frame to ensure stability and firm support for machine parts.
2. Description of the Coconut Oil Extractor
The coconut oil extractor is shown in plate 1(c). It consists of an electric motor, feed hopper, expressing chamber, heater, worm shaft, oil barrel, oil outlet, belt, pulley and machine frame.
a. The Machine Frame
This forms the housing of the whole machine components, including the motor. It has to be rigid to withstand all the forces generated in the component parts during operation and ensure continuous service with less vibration.
b. The Hopper
The hopper is a stationary part and mounted onto the machine. It forms the receptacle through which coconut meat is admitted into the machine for extraction. Feeding does not need any energy; gravity is sufficient for feeding. The passage hole of hopper has a moving grater to drag in the meat to the extracting chamber for pressing after crushing.
c. Extracting Chamber
The extracting unit consists of a cylindrical barrel that housed a screw shaft to crush and transport the coconut meat, slots are provided on the bottom part of the barrel so that the expressed oil can drain through them.
d. Oil and Cake Outlet
The oil outlet is located below the press barrel, while the cake outlet was located at the end of the press barrel. They are made of mild steal.
e. The Power Unit
This consists of a 2 hp, 1800 rpm, and single-phase AC electric motor. Speed of the motor is a high and low torque guided by the power requirements for driving the machine, transporting the coconut in the pressing barrel, crushing and exerting sufficient pressure for oil extraction.
f. The Worm Shaft
The shaft speed is low and there is an accurate rigid axial alignment, the shaft assembly consists of a shaft fitted with worms of different pitches. The configuration of the worm section is such that the volume displacement at the feed section of the press is equal to the discharge end. The worm shaft is enclosed inside the cylindrical barrel. The worm conveys the nuts through the barrel land at the same time exert pressure on the material.
3. Machining and Fabrication Process
EQUIPMENT |
MACHINING/FABRICATION USE |
Hacksaw |
Used for cutting straight edges on work piece manually |
Files (square, round) |
Used to tarnish sharp edges to ensure smoothness and prevent injuries. |
Spanners (flat, ring, adjustable), ratchet and socket |
Used for tightening and losing bolts or nuts. |
Scriber and marking chalk |
Used for making the markings on metal visible. |
Vernier caliper, steel rule and tape |
Used for measuring dimensions for marking out on the work piece. Tape were employed for longer dimensions. |
Dividers |
Used for marking out circles or circular distances to be cut using hand cutting disc. |
Hammer |
Used for beating metals into the desired shape. |
Welding machine |
Used in conjunction with electrode and tong for joining two or more metals together. It was used with mild steel electrode when welding the mild steel. Welding can either be tacking (which can be easily dismantled) during setting, stitching (which can be used to hold thin metals; 1mm metal sheets together) or running (used for thick metal plates; 3mm). |
Shear cutter |
Used for cutting plate less than 3mm and 4mm, and it was used to shear off the uneven side of metal sheet giving a straight cut edge unlike the hand cutting disc. |
Hand grinding/cutting machine |
This is hand held and it is powered electrically. The grinding/cutting disc comes in various sizes. The 7” disc was used for cutting and grinding. |
Drilling machine |
There are two types of drilling machine; the hand drilling and pillar drilling machine. It was mostly to create holes in the work piece. |
Pedestal grinding machine |
It was used for sharpening the tools, work piece and drill bits. |
Center-punch |
Used for marking the point to be drilled. It is a hand tool primarily used to prepare a work piece prior to drilling a hole. |
B. Methods
The coconut oil extractor is shown in figures 1 and 2. Key components of the extractor include a rigid frame that forms a firm housing for other machine components, a feed hopper that forms a receptacle for the admission of coconut milk, a cylindrical extraction chamber, oil and cake outlets, a power unit, and a shaft assembly. Feeding in the hopper is by gravity. A passage hole in the hopper has a moving grater that crushes the coconut meat and drags it into the extraction chamber. The extraction chamber consists of a cylindrical press barrel that houses a heating element and a screw shaft for further crushing, pressing, and transportation of the meat. Slots are provided at the bottom and ends of the barrel for the exit of extracted oil and waste cake. The moving components of the extractor are primarily driven by a high speed (1800 rpm), low torque, 2 hp, single-phase AC electric motor. The power transmission assembly includes a shaft fitted with worms of different pitches. The configuration of the worm section is such that the volume displacement at the feed section of the press is equal to the discharge end. The worm conveys the nuts through the barrel and, at the same time, exerts pressure on the material.
2. Theoretical Considerations for The Coconut Oil Extractor.
This design is based on the following assumptions (Olayanju et al., 2002):
a. No pressure development in the feed section. The pressure development and the expression of oil start at the beginning of the press section.
b. The temperature of the oil seed mass remained constant in the ram section. In reality, temperature would increase in the ram section due to the shearing action of the shaft.
c. As the oil solid mixture passes through the section, it is subjected to radial pressure exerted by the worm shaft. The pressure causes flow of oil in the radial direction. This oil flow in turn changes the flow rate of mixture in the axial direction.
Based on these assumptions and on careful analysis of existing oil expellers (Olayanju et al., 2002), the following specifications were chosen:
3. Machining Operations
a. Marking and Cutting: Both operations include the use of scriber to mark out the needed work material and hand cutting machine to cut out the marked work piece.
b. Joining: Full welding was used to join the machine frame and some other parts while bolts and nuts was used for others.
c. Grinding: The welding is smoothened (dressed), and then excess work pieces are trimmed off.
d. Drilling: The hand drilling machine was used to make bolt holes and holes on some other component parts.
e. Welding: This is the method by which the sheet metals were joined together. The welding method employed were stitching and running depending on the thickness of the metal plates to be welded.
4. Design Capacity of the Extracting Machine
The capacity of an expeller is controlled by drag flow, pressure flow and leak flow in the barrel assembly. The theoretical capacity of an expeller with single flight in feed section was given by Varma (1998).
Q = πDN cosα (Pcosα - e) H (1)
Where:
Q is the volumetric flowrate,
D is the mean diameter of the screw,
N is the rotational speed of the worm shaft,
P is the pitch of the screw,
H is the depth of screw, e is the flight width, and α is the helix angle.
Oil expeller works on the principle of a pressure differential between the pressure applied to the incoming oil seed against that applied to the discharge material. This can be referred to as compression ratio. According to Shukla et al. (1992), compression ratio, C.R. is defined as the ratio of the volume displaced per revolution of the shaft at the feed section to the volume displaced per revolution of the shaft at the discharge section.
A. Conclusion This project work has successfully presented an efficient low cost coconut oil extraction process by minimizing the traditional technique of extracting and improving health condition of individuals by use of proper material (stainless steel). It is expected that in average home or industry in Nigeria can afford the machine. It is a design for both home and industry usage. Also it can be seen from the graphs and bar chart that for better extraction process, coconut should be dried before being fed into the machine. This lowers the moisture content and brings about an increase in oil production due to a reduction in the cohesive and adhesive forces between the coconut particles and the machine part respectively. B. Recommendation In future work, we hope to explore the fatigue stress and durability of our design, further explore techniques that can be applied to reduce work input and increase output while scaling down on the overall size of the machine. We equally hope to incorporate smart systems that will help automate the extraction process. For the current designed machine, the following are recommended. a) There should be a convergent collector below the extracting chamber to assist in oil b) the extraction chamber should have a stirrer to prevent the copra from roasting c) There should be heating element under the extraction chamber to ensure even distribution.
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Copyright © 2023 Boniface Ugochukwu Okonkwo, Paulraymond Ugonna Aririatu, Uchechukwu Victor Opara, Stephen Chukwuemeka Nwala, Kizito Chiziterem Ekebor, Chukwuka Anthony Onwuasoeze. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Paper Id : IJRASET53864
Publish Date : 2023-06-08
ISSN : 2321-9653
Publisher Name : IJRASET
DOI Link : Click Here