This invention relates to the field of machine and process monitoring. More particularly, this invention relates to a system for determining the integer ratiometric relationship between rotational speeds of rotating assets in a machine or process.
It is necessary in a highly competitive marketplace to anticipate vibration problems on production machines before they introduce major product variations into a process or cause damage to production assets. Some speed relationships between interconnected rotating components, such as nipped rolls, pumps, and process webs, may result in patterns that cause uniformly spaced defects—referred to as bars or barring—in assets or products. The spacing or frequency of the barring is directly related to the rotational speed of the asset that caused the barring. Examples of possible asset barring sources include but are not limited to:
Manually calculating ratiometric relationships between rotating assets is generally unreliable and usually involves using coarse data such as grind diameters of rolls and delivered lengths of felts, dividing the circumference of one component into the circumference of another component, and then determining whether the result or whole multiples thereof are close to being an integer amount. This calculation requires subjective assessment of the results to round off the numbers.
A major error in this method is that the asset diameters change when they are installed and running. One example is the compression of a soft roll when it is nipped to another roll in a paper machine press section. The unknown amount of compression causes the effective diameter of the roll to change, thereby nullifying the calculation result. When a paper machine felt is installed it is tensioned which stretches the felt and changes its circumference. In general, when assets are loaded and running, their diameters or circumferences change. Also, slippage can occur when the assets are not geared to each other. As a result, most rotating assets will not have predictable ratiometric relationships based on their static physical measurements. Another hindrance to calculating the ratios is the constant and sometimes asset-independent readjustment of process conditions such as process speed and other process settings.
Some vibration training courses have taught that if a low-order integer relationship exists in a gear set then the gears can experience a phenomenon called “hunting tooth.” This is a situation in which the gear teeth mesh in a frequently repeating pattern due an integer ratiometric relationship. This results in premature gear failure. This same issue occurs in non-geared rotating assets, but there has been no reliable method to predict this phenomenon.
There have been some prior efforts to use a factorial method of determining whether an integer ratio exists between rotating components, where the method is based on the physical diameters of the rotating assets. This method of using physical diameters is inaccurate for several reasons:
What is needed, therefore, is an improved method for determining ratiometric relationships of interrelated rotating assets.
The above and other needs are met by a method for calculating the integer components of a rational or irrational quotient, where a rational number is defined as the result of dividing two integers and an irrational number can be closely approximated as the result of dividing two integers. The method may be performed based on computer-executable instructions in a ratiometric analyzer application. The method takes the result of a ratio between two rational numbers (A/B), generates a new rational number (C), and calculates the integer components of the new rational number (C). The result is the integer ratio relationship that exists between the initial two rational numbers (A and B). The method, implemented as a software algorithm, can be used in machinery analysis applications to determine whether an integer ratiometric relationship exists between two machinery rotating components. Low-order integer ratio relationships (single-digit and double-digit integers up to 99, and sometimes higher) in machinery are typically harmful in related machinery rotating components, and detection of such relationships is an important tool in preventing damage to machinery components. However, the method has many applications beyond machinery analysis.
This method can be used in the following and many other applications:
The method involves a technique similar to synchronous time averaging, wherein two arrays are created that correspond to the two rational numbers (A and B) being processed. These two arrays are averaged together to produce a result that reveals the integer relationship between the two rational numbers. The method may use two setup routines to handle the rational numbers being processed. A first setup routine adjusts internal array sizes based on the size of the rational numbers being processed. A second setup routine adjusts the number of averages between the two arrays to achieve meaningful results.
In one embodiment, a computer-implemented method calculates a ratio of integer numbers that expresses a relationship between rotational speeds of two rotating assets in a machine or process. The method of this embodiment includes:
Y=R×X;
new value of V1=old value of V1+1;
new value of V2=old value of V2+1;
As used herein, the term “intensity” refers to the value of each position in the array divided by the number of averages. Intensity is a value from 0 to 1 and is preferably expressed as a percentage. Intensity indicates how significant the ratio matching is based on the repeat rate of the impact per rotation. For example, an intensity of 0.5 or 50% means that the same spots match together every two rotations.
In some preferred embodiments, the method includes generating an alert message if A and B are non-zero and the intensity I1 or I2 is more than a predetermined threshold value. The alert message may be a message or indicator displayed on a display device, an email message, a text message, or a warning light.
In some preferred embodiments, the steps of the method are repeated continuously to detect rotational speed relationships that are potentially detrimental to the machine or process.
In some preferred embodiments, the method includes displaying the ratiometric information on a display device.
In another aspect, embodiments of the invention provide a computer-implemented method for continuously monitoring relationships between rotational speeds of rotating assets in a machine or process to detect detrimental ratiometric speed relationships. The method of this embodiment includes:
In some embodiments, the method includes generating an alert message if A and B are non-zero and the intensity I1 of A or the intensity I2 of B is more than a predetermined threshold value.
In some embodiments, the method includes repeating at least steps (b), (c) and (d) multiple times. Each time the steps are repeated, the second asset is one of the rotating assets having a rotational speed that has not previously been compared to the rotational speed of the first asset. This process may be repeated until the rotational speed of the first asset has been compared to the rotational speeds of all the other rotating assets. In a continuous monitoring system, the process may be further repeated until the rotational speed of every asset has been compared to the rotational speeds of all the other assets.
In yet another aspect, an embodiment of the invention provides a computer-implemented method for calculating an integer relationship between two numbers S1 and S2. The method of this embodiment includes:
Y=R×X;
new value of V1=old value of V1+1;
new value of V2=old value of V2+1;
For example, if S1 is the number PI (which to 14 decimal places is 3.14159265358979) and S2 is the number 1, the ratiometric relationship of PI is 355/113 where A is 355 and B is 113 which expresses PI accurately to eight decimal places.
This embodiment may also be used to calculate the lowest integer relationships between atomic weights of components of chemical compounds, where the batch amounts of each component adjusted for their relative atomic weight are input as S1 and S2.
Other embodiments of the invention will become apparent by reference to the detailed description in conjunction with the figures, wherein elements are not to scale so as to more clearly show the details, wherein like reference numbers indicate like elements throughout the several views, and wherein:
An example of the operation of a preferred embodiment of the invention will be described as applied to the monitoring of rotating components in a paper processing machine as depicted in
Although the example of the lumpbreaker roll and couch roll applies to two components that are in contact with each other, it should be appreciated that the methods described herein could be applied to components that are widely separated in a process or machine. In this case, despite a process time delay between their positions, their ratio relationship can be accurately calculated in a steady speed process.
This and other steps in the process are preferably performed by the microprocessor based on computer executable instructions loaded into the memory of the computer.
Two arrays are created in memory accessible to the microprocessor. A first array is created having X number of array positions, such as X=1024 (step 14). This first array corresponds to a first sample string representing the virtual circumference of the slower asset. A second array is created having Y number of array positions (step 16), where
Y=X×R=1024×0.6666=682.66.
This second array corresponds to a second sample string representing the virtual circumference of the faster asset.
Next, the second array is synchronously averaged into the first array over N1 number of rotations of the faster asset (step 18). Essentially, the second sample string is wrapped around the first sample string, as if the first sample string was a closed loop of samples. Each time the second sample string terminates, a value of one is added (new value V1=old value V1+1) to the position in the first array corresponding to the sample in the first sample string where the second sample string terminated. For values of N1 greater than one, the subsequent wrappings of the second sample string begin again at the fractional position where the previous wrap terminated. This process is performed N1 times. At the completion of this step, there may be several positions in the first array having values greater than one, meaning that the wrapping of the second array ended at those positions more than one time. A count is then made of the number (A) of array positions in which the intensity I1 of A is greater than
The first array is synchronously averaged into the second array over N2 number of rotations of the slower asset (step 22). This involves wrapping the first sample string around the second sample string, as if the second sample string was a closed loop of samples. Each time the first sample string terminates, a value of one is added (new value V2=old value V2+1) to the position in the second array corresponding to the sample in the second sample string where the first sample string terminated. For values of N2 greater than one, the subsequent wrappings of the first sample string begin again at the fractional position where the previous wrap terminated. This process is performed N2 times. At the completion of this step, there may be several positions in the second array having values greater than one, meaning that the wrapping of the first array ended at those positions more than one time. A count is then made of the number (B) of array positions in which the intensity I2 of B is greater than
In preferred embodiments, N1=N2. However, it is not necessary that N1=N2, and the invention is not limited to any particular relationship between N1 and N2.
If both A and B are both non-zero (step 26), the speed ratio of the faster asset to the slower asset is expressed as A to B (step 28). If A and B are both non-zero and the intensity I1 of A or the intensity I2 of B or both are more than some predetermined threshold, for example larger than 1% (step 30), then a significant ratio match has been detected. In this situation, an alert message may be generated (step 32). In various embodiments, the alert message may comprise a warning indicator or message displayed on an operator's computer display, an email or text message sent to appropriate personnel, a warning light on a control panel, or all of the above. The predetermined intensity threshold of step 30 is preferably programmable, and its value is determined based on the particular process/machine being monitored and the particular components within the process/machine that are being compared. In preferred embodiments, the threshold is based on the intensity of A and/or B, where the intensity is the value of each position divided by the number of averages. Intensity is a value from 0 to 1 and is preferrably expressed as a percentage.
In preferred embodiments, when a ratio match is detected, actions are suggested from which an operator may choose to address the situation. These optional actions may be listed on a computer display device as discussed in more detail hereinafter. Preferably, each action introduces some incremental change in the operation of the machine or process that will break up the detrimental ratiometric relationship. For example, (1) in systems that provide for speed adjustment, the rotational speed of one or both of the assets in the ratio may be slightly increased or decreased, (2) in a roll press, nip pressures may be changed slightly, (3) felt stretch may be changed slightly, (4) valve openings may be adjusted (since a change in load can slightly change speed), and (5) the physical diameter of components may be slightly changed, such as by grinding.
With continued reference to
Preferred embodiments of a ratiometric analyzer application may generate a user interface screen 100 such as shown in
As shown in
The foregoing description of preferred embodiments for this invention have been presented for purposes of illustration and description. They are not intended to be exhaustive or to limit the invention to the precise form disclosed. Obvious modifications or variations are possible in light of the above teachings. The embodiments are chosen and described in an effort to provide the best illustrations of the principles of the invention and its practical application, and to thereby enable one of ordinary skill in the art to utilize the invention in various embodiments and with various modifications as are suited to the particular use contemplated. All such modifications and variations are within the scope of the invention as determined by the appended claims when interpreted in accordance with the breadth to which they are fairly, legally, and equitably entitled.