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  Comparison of Bond Strength of Metal and Ceramic Brackets
Posted by: koipdd62 - 02-25-2022, 02:34 AM - Forum: My Forum - Replies (8)

Appropriate bond strength between bracket and tooth surface is one of the most important aspects of orthodontic treatments [1,2]. Bonding of MIM monoblock metal bracket to enamel started in the mid 1960s [3,4]. Only auto-polymerizing materials were available at the time. Bonding of orthodontic brackets with visible light-cure adhesives was first reported by Tavas and Watts [5]. The light-cure adhesives were widely accepted due to their advantages in comparison with other chemical-cure adhesives. These advantages include high primary bond strength, better physical characteristics because of air inhibition phenomenon, user friendly application, extended working time for precise bracket placement and better removal of adhesive excessMIM bondable metal bracket with a nominal base area of 15.1mm 2 were bonded to the etched enamel and other steps were performed similar to group A. The adhesive was high-power light-cured for three seconds (1.5 seconds from mesial and 1.5 seconds from distal).

Group C: Metal brackets (American Orthodontics, Sheboygan, WI, USA) with a nominal base area of 11.3mm 2 were bonded to the etched enamel and other steps were performed similar to other groups. The adhesive was light-cured conventionally (600 mW/cm 2 ; Dr’s light, Good Doctors Co., Ltd., Incheon, South Korea) for 20 seconds (10 seconds from mesial and 10 seconds from distal).


The mean, standard deviation, minimum and maximum values of SBS of metal and ceramic brackets to tooth surfaces using two models of light-curing units were computed and reported. The SBS data were analyzed using one-way ANOVA, followed by Tukey’s post hoc test. Failure mode data were subjected to Kruskal-Wallis nonparametric test, followed by LSD post hoc test. Statistical significance was set at alpha=0.05.

Objective. Clinical comparison of the survival rates between stainless steel and ceramic brackets over a 12-month period. Materials and Methods. The study involved 20 consecutive patients with diagnosed malocclusion that required two-arch fixed appliance treatment. The participants were randomly divided into two 10-member groups. Group 1 was treated with Abzil Agile (3M Unitek) stainless steel brackets; group 2 was treated with Radiance (American Orthodontics) monocrystalline ceramic brackets. All the sapphire brackets were bonded by the same operator. Over the next 12 months, all bracket failures were recorded with each appointment. The received data were processed statistically using the Mantel–Cox test, Kaplan–Meier method, and Cox hazard model. Results. A total of 381 brackets were bonded, 195 of which were metallic brackets and 186 were ceramic ones. In the 12-month observation period, 

 that evaluated the bond strength of zirconia brackets were carried out as in vitro experiments under ideal laboratory conditions that may not reflect all clinical conditions. In vitro experiments provide information about initial bond strength to the enamel but cannot serve as predictors of bracket survivability [12–14]. Therefore, more accurate guidance on the clinical relevance of adhesion protocols is provided by in vivo tests, which assess the failure rate of the enamel-boding agent-bracket interface during treatment.



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  Efficiency of Air Purifiers
Posted by: koipdd62 - 02-25-2022, 02:32 AM - Forum: My Forum - Replies (2)

Infectious diseases caused by airborne bacteria and viruses are a major problem for both social and economic reasons. The significance of this phenomenon is particularly noticeable during the time of the coronavirus pandemic. One of the consequences is the increased interest in the air purifier (AP) market, which resulted in a significant increase in sales of these devices. In this study, we tested the efficiency of APs in removing bacterial air contamination in the educational context in the Upper Silesia region of Poland during the “cold season” of 2018/2019. During the 6 months of measuring microbiological air quality, an 18% decrease in the concentration of microbiological pollutants as a result of the action of the APs was recorded. Additionally, the results of the particle size distribution of the bacterial aerosols showed a reduction in the share of the respirable fraction (particles with an aerodynamic diameter below 3.3 µm) by an average of 20%. The dominance of gram-positive cocci in the indoor environment indicates that humans are the main source of most of the bacteria present in the building. We conclude that the use of APs may significantly decrease the level of concentration of microbiological air pollutants and reduce the negative health effects of indoor bioaerosols; however, further work that documents this phenomenon is needed.




Epidemiologic studies indicate that indoor air pollution is correlated with morbidity caused by allergic diseases. We evaluated the effectiveness of reducing the levels of indoor fine particulate matter <2.5 micrometer diameter (PM2.5) in Fresno, California using air purifiers on health outcomes in children with asthma and/or allergic rhinitis. Methods: The active group (with air purifiers) and the control group consisted of eight houses each. Air purifiers were installed in the living rooms and bedrooms of the subjects in the active group during the entire 12-week study duration. Childhood asthma control test, peak flow rate monitoring, and nasal symptom scores were evaluated at weeks 0, 6, and 12. Results: At 12 weeks, the active group showed a trend toward an improvement of childhood asthma control test scores and mean evening peak flow rates, whereas the control group showed deterioration in the same measures. Total and daytime nasal symptoms scores significantly reduced in the active group (p = 0.001 and p = 0.011, respectively). The average indoor PM2.5 concentrations reduced by 43% (7.42 to 4.28 μg/m3) in the active group (p = 0.001). Conclusions: Intervention with electrostatic precipitator air purifier reduces indoor PM2.5 levels with significant improvements in nasal symptoms in children with allergic rhinitis in Fresno.




Finally, the device’s benign operation is key: that is to say the ozone generator air purifier itself does not generate any secondary pollutants.

This official position on air purifiers has evolved since the spring of 2020. Previously, a negative opinion from the French Agency for Food, Environmental and Occupational Health & Safety (ANSES) was the accepted reference viewpoint. In November 2020, a publication of the INRS (National Institute for Research and Safety) and then in May 2021, a second contribution from the HCSP (High Council for Public Health) set the standard: only equipment with a high efficiency filter against airborne particles were considered effective. Remember that in the case of Covid-19, they play a role in the fight against possible aerosol transmission, in addition to barrier gestures, wearing masks … This is particularly important in enclosed places lacking ventilation. They can be combined with a CO2 sensor which acts as a containment measure and will warn an area’s occupants when the 0.08% threshold limit is exceeded (see the HCSP recommendations on this topic).



For optimal performance, it is essential to install one portable uvc air purifier per room: we are always speaking in terms of partitioned areas.


What are the targets of an air purifier’s pre-filter?
The pre-filter captures macro-particles such as large dust particles, animal hair, etc. Placed directly between the device’s hood and the other filters, it is the initial filtration system: operating as soon as air enters the unit. This filter, which is generally washable, extends the life of the other filters by filtering macro-particles upstream.



The activated carbon filter is primarily used for the elimination of bad odours present in a room. It is a filter containing activated carbon beads which filter and eliminate toxic gases such as benzene, hydrogen sulphide, formaldehyde, ammonia vapours, bleach, bad odours… Activated carbon filters, used by NatéoSanté for its wall mounted uv air purifier, also make it possible to eliminate excessive ozone present in your room’s environment.

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  How Perfume Bottle Designs Affect Your Perception
Posted by: koipdd62 - 02-25-2022, 02:30 AM - Forum: My Forum - No Replies

It's true that once you peel away the layers of mystery and artistry, perfume bottles serve a pretty basic function. Yes, they're lovely to behold — their crystal necks and flower-bulb stoppers like perfect glass gardens. But at the end of the day, they’re designed to hold and dispense liquid with the same efficiency as any humble household cleaner. No wonder most of us assume that the real stars of the fragrance universe are the precious ingredients inside the bottle — those powdery florals and heavy-lidded ouds that conjure memories and emotions and daydreams. But just like so many objects rendered in glass, perfume bottles offer us a slightly distorted — if not totally reverse — version of reality.



That's why the art of dropper bottle design has acquired new weight in an era where consumers often go online to experience fragrance instead of walking up to a store counter. Without the benefit of touch, human interaction, and the alchemy of scent on skin, people need something else to engage their senses and ignite their interest. And more often than not, the perfume bottle is what fills that virtual space. "It's the first form of communication and the first form of contact that people have with the scent," says De Baschmakoff. "So of course it has to resonate."

The trick is to design a bottle that resonates across the board — no small feat. A perfume can mean anything to anyone. Nina Ricci L'Air du Temps reminds me of my mother; it reminds my mother of balmy summer nights in Austria. But the bottle itself is a fixed quantity. It feels the same in our hands, it looks the same on our shelf, and it releases the same nimbus cloud of scent. It connects us.

The story behind a car perfume bottle is just as heady and complex as the fragrance inside. Below, we asked designers who have dreamed up some of our favorite bottles in recent years to distill their creative vision.


The perfume bottle especially plays a large role in crafting a brand image, but designing new bottles presents a special challenge for manufacturers. Glass is the material traditionally (and conventionally) used for diffuser bottle, as glass is transparent and preserves the properties of the fragrance stored inside. However, as perfumers prioritize form over function in order to offer the most creative aesthetic appeal, perfume bottles tend to have difficult shapes with complex glass thickness distributions and a low tolerance to container defects.



Fortunately, a recent article published in the International Journal of Applied Glass Science explains the development of a numerical model for manufacturing small glass bottles for perfume that can handle the mathematical complexity of B&B manufacturing. Though there is a lot of math, the researchers do an excellent job of relating the most important aspects of the equations and the model to the material properties and engineering parameters.

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  Useful Refrigerator Parts and Accessories
Posted by: koipdd62 - 02-25-2022, 02:28 AM - Forum: My Forum - No Replies

Go to the grocery store. Pay the bills. Make dinner. Pack lunch. As you busily go about your day and check things off your to-do list, you probably give little thought to your . But maybe you should. With advancements in technology, there are parts and refrigerator accessories for your fridge that can make the rest of your daily chores a little easier. Want to cut down on your  bill? Curious about how you can make your groceries and produce last longer? Need just a little more organization in your life? If so, these five fridge accessories might be just what you're looking for.




Soda, water, juice,  -- are beverages taking over your ? If so, you might want to invest in a beverage dispenser. These handy, compact refrigerator control board stack your drinks neatly, hold them in place and dole them out one at a time. Many are designed with a flat top, so you can stack other groceries on top. While can dispensers are probably the most popular variety, there are also ones designed to hold bottles, as well.




Compressor is heart of the refrigerator and it is the washing machine spare parts which does the cooling by making changes in pressure. It runs by an electric motor and most of the electricity is consumed by the compressor. It is located back of the refrigerator. Without a compressor, refrigerant, condenser your refrigerator is just an almaara. So all manufactures give good warranty on compressor. While purchasing the refrigerator make sure you have many years of warranty on compressor.



Basic single door refrigerator comes with couple of ice trays. High end refrigerators comes with ice dispensers. Say you have normal fridge and you have high requirements of ice then you can buy additional ice trays. Look for non breakable ice trays. Well designed ice trays take significantly less time to form the ice. Other spare parts are well know brands in ice tray manufacturing. Ice trays comes in many designs you can have fun choosing different style ice cubes.

Refrigerator magnets

Removable anti fungal gasket is amazing feature. As the name suggest it is removable so you can remove and clean them easily. The anti fungal function make sure fungal and bacteria do not grow in the refrigerator.
It's the smart way to select the products without reading buying guides defrost thermostat

Make the best purchase decision with the help of Refrigerator selector.

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  Engineering Essentials: Types of Hydraulic Hose
Posted by: koipdd62 - 02-25-2022, 02:25 AM - Forum: My Forum - Replies (1)

SAE answers those questions with its J517 hydraulic hose standard. This LPG hose standard serves as the most popular benchmark in the realm of industrial hydraulics today. More specifically, J517 is a set of guidelines that applies to the current SAE 100R series of hoses. Currently, 16 such hose styles exist, and they are designated as 100R1 through 100R16 (see descriptions, pages A105 and 106). Each of the styles must meet a set of dimensional and performance characteristics as set forth by SAE. However, SAE issues no approval source lists, certification, or letters of approval-conformance to these standards by manufacturers is strictly voluntary. In short, the standards only assure a similarity of products among different manufacturers.



Not surprisingly, hydraulic hoses have a finite life. Proper sizing and use of the correct type of TPR LPG hose will certainly extend the life of a hose assembly, but there are many different factors that affect a hose's lifespan. SAE identifies some of the worst offenses as:



Size - In order to select the proper hose size for replacement, it is important to measure the inside and natural gas hose diameters exactly using a precision-engineered caliper, as well as the length of the hose. Hose OD is particularly important when hose-support clamps are used or when hoses are routed through bulkheads. Check individual hose specification tables for ODs in suppliers' catalogs. When replacing a hose assembly, always cut the new hose the same length as the one being removed. Moving components of the equipment may pinch or even sever too long a hose. If the replacement hose is too short, pressure may cause the hose to contract and be stretched, leading to reduced service life.



Materials - It is mandatory to consult a compatibility chart to check that the tube compound is compatible with the fluid used in the system. Elevated temperature, fluid contamination, and concentration will affect the chemical compatibility of the tube and fluid. Most hydraulic hoses are compatible with petroleum-based oils. Note that new readily biodegradeable or green fluids may present a problem for some csa natural gas hose.




This high-pressure csa natural gas hose kit should be used with synthetic, petroleum- and water-based hydraulic fluids within a temperature range from -40° to 93° C.

It consists of a thermoplastic inner tube resistant to hydraulic fluids with suitable synthetic-fiber reinforcement and a hydraulic fluid- and weather-resistant thermoplastic cover. Nonconductive 100R8 is identified with an orange cover and appropriate lay line. Its pressure capacity is similar to that of 100R2.

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  How Do Air Compressors Work?
Posted by: koipdd62 - 02-25-2022, 02:22 AM - Forum: My Forum - No Replies

Air compressors are an invaluable tool for both industrial work and DIY at home, and there are several different types to choose from depending on the job you need doing. Air compressors have a number of uses, such as to fill gas cylinders for industrial purposes and scuba diving, to create the power needed to run pneumatic tools and spray guns, for pumping up automotive tyres, and within heating and air conditioning systems.




Whether you’re an engineering manager or in charge of facilities for your company, being informed about how oil free air compressor function and what they’re used for is handy and can help you make the proper decisions for your business and industry.





How Do Single and Dual Phase Compressors Operate?

Single phase compressors, also referred to as piston silent oil free air compressor, works in a relatively simple and straightforward way. First, air is drawn into the cylinder; from here, it is compressed once by a single piston movement within a vacuum system.


The Difference Between Oil-Free and Oil-Based Compressors
Oil-free ac oil free air compressor already have a lubricated cylinder (often with a non-stick material such as Teflon) and therefore require no further maintenance to work properly. Oil-based compressors require oil to be added to the piston area and changed regularly. Just how often you need to change the oil will be outlined in the manufacturer’s manual that came with your compressor.


Another factor to consider when choosing the right type of air compressor for your industry is whether they’re equipped with fixed or variable speed. Let’s take a closer look at what these different types of compressor can do for you.

The main difference between low noise oil free air compressor that use a fixed speed system and those that use variable speed is the manner in which the motor gets its power. The compression element is much the same across all machines, but the way the motor operates has an effect on the usability, efficiency and lifespan of the machine.

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  How Tower Cranes Work
Posted by: koipdd62 - 02-25-2022, 02:20 AM - Forum: My Forum - No Replies

Tower cranes are extensively used for lifting materials in construction sites. Most construction sites are very confined and close to public. Tower crane accidents not only hazard workers in construction sites, but also pedestrians. This paper investigates tower crane safety in related to the understanding and degree of executing statutory requirements and non-statutory guidelines for the use of tower cranes in the Hong Kong construction industry. A questionnaire survey and structured interviews are conducted. It is found that human factors are attributed to tower crane safety. Indolent performance of requirements or responsibilities of practitioners in tower crane operations is found. Inadequate training and fatigue of practitioners are one of the main reasons causing unsafe practices of tower crane operations. Recommendations for improving safety performance in tower crane operations are also discussed.



This paper investigates tower crane safety in related to the understanding and degree of executing statutory requirements and non-statutory guidelines for the use of flat top tower crane in the Hong Kong construction industry. It is found that human factors are attributed to tower crane safety. Indolent performance of requirements or responsibilities of practitioners in tower crane operations is found.  Inadequate training and fatigue of practitioners are one of the main reasons causing unsafe practices of tower crane operations.



Weather monitoring in construction sites is important, but especially when luffing jib tower crane are used. A strong gust of wind can destabilize the load and structure, causing a collapse. Project managers should constantly check weather forecasts, and avoid lifting operations with unfavorable weather. A weather monitoring system at the project sites can warn about dangerous wind conditions that are not covered in forecasts.



Tower crane accidents frequently occur in the construction industry, often resulting in casualties. The utilization of tower crane spare parts involves multiple phases including installation, usage, climbing, and dismantling. Moreover, the hazards associated with the use of tower cranes can change and be propagated during phase alternation. However, past studies have paid less attention to the differences and hazard propagations between phases. In this research, these hazards are investigated during different construction phases. The propagation of hazards between phases is analyzed to develop appropriate safety management protocols according to each specific phase. Finally, measures are suggested to avoid an adverse impact between the phases. A combined method is also proposed to identify hazard propagation, which serves as a reference and contributes to safety management and accident prevention during different tower crane phases in the construction process.Furthermore, although different hazards may occur during different phases, previous works often focused on the usage phase [9, 10]. Some researchers have investigated dynamic structural performance, the interaction effects of multitower crane operation, the load, and the environment of the tower crane in the usage phase [11–13]. In addition, the factors that impact safety during the installation (including climbing) and dismantling phases have been analyzed [14]. However, there are few comparative studies on the multiple phases of tower crane mast section on the construction site. Equally important are the interrelationships between the hazards associated with different phases, which have not been investigated to date. In this paper, we address the aforementioned limitations in the literature.

2.2. Hazard Analysis

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  A Simple Guide to Outdoor Shade Sails
Posted by: koipdd62 - 02-25-2022, 02:18 AM - Forum: My Forum - No Replies

Some councils require that triangle shade sail are no longer than 20 square meters in size and three meters in height. The sail should also not extend past your home's facade in most localities. Anything beyond those guidelines may require prior approval, so it's always best to confirm before you look for a shade sail for your home. 

If you're still not sure about sizing, feel free to contact us and we can help you work it out. 

What Size Outdoor Shade Sail do I Need?


Once all of your mounting posts are secured, you'll need to add the hardware and make sure that each connection is facing toward the centre of your shade sail. Tighten each connection securely, then lay your rectangle shade sail out in the correct configuration or orientation.


Begin by connection each corner of your shade sail to the fixing or anchor points. Hook each one up loosely, then slowly start to tension them using a strapping tensioner. As you tighten the sail, it will begin to look taught and rigid without any wrinkles, which means it's ready to be enjoyed.

If your shade sail starts to sag, you can re-tighten it and bring it taught. One way to do this is by using a wire rope that runs through a pocket sewn in the perimeter of your sail. Simply pull the wire rope on each corner until the shade sail retightens and all sagging is removed.



Of course the main benefit of rectractable shade sail is sun protection. Most shade sails block between 90 to 95 percent of UV rays. There are some variations in UV absorption depending on the shade material’s weight color and the tightness of the weave, but the differences are typically less than five percent. But if you want maximum sun protection, know that heavier fabric, a tighter weave and darker colors generally block the most UV rays.


You also might want your shade sail to block rain. Triangle sun shade sail are water resistant but not waterproof. A light sprinkle will roll off the shade, so it’s important to install it at an angle. In a heavy downpour, water will drip through the shade because it’s made from breathable woven fabric, which allows air to pass through and keep the shaded area cool. If you want full rain protection, look for a shade specifically categorized as waterproof.

The ability to improve sun protection by introducing shade needs to be tested in other locations and with adults. Public parks are popular for outdoor recreation, and shade is a desirable feature in parks.10 The present trial prospectively tested the effect of purpose-built shade on use of passive recreation areas (PRAs) in public parks (i.e., areas used for sitting or standing while socializing, preparing or eating a meal, watching or coaching sports, watching a concert, taking a class, or waiting, or areas where people stroll for sightseeing or while observing outdoor displays). We hypothesized that the introduction of triangle patio shade sail over PRAs would increase the use of the PRAs by park visitors compared with unshaded control PRAs (hypothesis 1). Social-ecological models suggest that built environmental features influence health risks through their interplay with the social environment. Australia has a longer history of comprehensive efforts to prevent skin cancer than the United States.18,19 Accordingly, stronger norms for sun safety in Australia than in the United States are expected, so we hypothesized that the increase in use of PRAs at shaded PRAs would be larger in Melbourne, Australia than in Denver, Colorado (hypothesis 2).

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  Hooded Baby Towels – Softest Baby Bath Towels With Caps For Newborns Launched
Posted by: koipdd62 - 02-25-2022, 02:16 AM - Forum: My Forum - No Replies


The baby hooded bath towel range is manufactured in sites across India and China. Meticulous research ensures only the highest-quality raw materials are sourced and used in production. Many of the designs feature traditional patterns or iconic architecture, rendered onto fabric using a block print process.


The hooded towels measure 34 x 34 inches, allowing easy coverage for children up to 5 years of age. Malabar Baby’s stringent quality controls and durable fabrics ensure that all of its products will last for years.

The block-printed towel range comes in a variety of styles and colors including the Miami Collection, which features a block-printed motif leaf print with a deep coral trim. The Erawan Collection has a honeycomb-style pattern with a mustard yellow-colored outer strip. All of the towels in the collection have a dual fabric construction with Indian cotton voile on one side and cotton terry on the other.

A Bamboo Cotton Pom Pom Hooded towel is also available and offers a stretchy, silk-like feel without compromising strength or durability. The soft pom pom trim adds another unique design feature.
A bathed little one, fresh out of the tub, is one of parenting’s precious moments, even if you end up wetter than intended. Investing in a good hooded towel will make drying your tot not only a simpler task, but you may even get a cuddle or two and avoid post-bath chills.

We put a range of bamboo fiber baby hooded bath towel to the test with the help of our mini bathers. But what do you need to look for when making your fluffy choice? Naturally, the material in question will affect its ability to try your little one.


It comes in two sizes, three to six years or one to three years, which is what we tested. It’s 60cm long from the neck to the bottom edge of the cotton baby hooded bath towel, but there’s 20cm height in the hood, and it’s 130cm wide, which means there’s more than enough material to dry them off, but not too much length that they’ll trip over when they’re on the move.



We have to praise Mori on creating the embroidered bamboo fiber hooded bath towel of all those we tested, but then we expected nothing less from the British baby brand which produces such delightful baby essentials, typically made from its signature cotton and bamboo blend. This toddler towel however is made from 100 per cent organic micro cotton, which is a variety of cotton yarn laced into longer loops that gives towels extra absorbency and a luxurious feel. In fact, it claims to absorb 250 times more water than regular cotton, resulting in a fantastic hooded towel. Due to its size (100 x 63cm), it’s bigger and not square like a baby towel. Designed for those aged roughly one to three years, there’s plenty of material to wrap your little one up, and our toddler tester loved the bunny ears and tail at the back.



Baby Feels Secure
Newborns have just been welcomed into the world, so they need to feel secure at all times to be comfortable and content. Replicating the feeling of being inside the womb is a tried and tested way to make sure they’re happy, which you can do by snugly wrapping your little one up in a dyed bamboo fiber hooded bath towel. Experts have confirmed that babies are generally more placid if they feel reassured from similar womb feelings.

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  Understanding the Differences Between Base Oil Formulations
Posted by: koipdd62 - 02-25-2022, 02:13 AM - Forum: My Forum - No Replies

All lubricants contain a base oil. It serves as the foundation of the lubricant before it is blended with additives or a thickener in the case of a grease. But how do you know which base oil is best? Trying to choose between mineral oils and synthetics can be confusing. This article will break down the complexity between base oil distillation equipment formulations so you can make the right decision for each application.



All base oils have characteristics that determine how they will hold up against a variety of lubrication challenges. For a mineral oil, the goal of the refining process is to optimize the resulting properties to produce a superior lubricant. For synthetically generated oils, the objective of the various formulations is to create a lubricant with properties that may not be achievable in a mineral oil. Whether mineral-based or synthetic-based, each waste engine oil to base oil machine is designed to have a specific application.


When comparing properties among the waste motor oil to base oil machine groups, you typically will see greater benefits with those that are more highly refined, including those with enhanced oxidation stability, thermal stability, viscosity index, pour point and higher operating temperatures. Of course, as the oil becomes more refined, some key weaknesses also occur, which can affect additive solubility and biodegradability.




While PAOs are ideal for applications like engine oils, gear oils, bearing oils and other applications, mineral oil remains the predominant oil of choice due to its lower cost and reasonable service capabilities. With more than 90 percent usage in the industrial and automotive markets, mineral oil has solidified its place as the most common diesel distillation equipment in the majority of applications.



Paraffinic mineral oil, which is represented in Groups I, II and III, can offer a higher viscosity index and a higher flash point in comparison to naphthenic mineral oils, which have lower pour points and better additive solvency. Even though naphthenic oil is mineral-based, it is considered a Group V oil because it does not satisfy the API’s qualifications for Group I, II and III. The unique characteristics of naphthenic mineral oils have often made them good lubricants for locomotive engine oils, refrigerant oils, compressor oils, transformer oils and process oils. Nevertheless, paraffinic oils continue to be the preferred option for high-temperature applications and when longer lubricant life is required.



Ester-based synthetics, such as diesters and polyolesters, have advantages when it comes to biodegradability and miscibility with other oils. In fact, it is common for diesters and polyolesters to be mixed with PAOs during additive blending to help accept more significant additive packages. Diesters and polyolesters are often deployed as the waste oil filtration equipment for compressor fluids, high-temperature grease applications and even bearing or gear oils. Because they are known to perform well at higher temperatures, polyolesters have also been widely used for jet engine oils.


the turnbine oil filtration machine product. However, this reactive method leads to loss in production for several hours because of the residence time as well as time required to perform the lab analysis. Hence in this paper, an alternative method is studied to minimize the production loss by reacting proactively utilizing machine learning algorithms. Support Vector Regression (SVR), Decision Tree Regression (DTR), Random Forest Regression (RFR) and Extreme Gradient Boosting (XGBoost) models are developed and studied using historical data of the plant to predict the base oil product kinematic viscosity and viscosity index based on the feedstock qualities and the process operating conditions. The XGBoost model shows the most optimal and consistent performance during validation and a 6.5 months plant testing period. Subsequent deployment at our plant facility and product recovery analysis have shown that the prediction model has facilitated in reducing the production recovery period during product transition by 40%. 

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