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STD/Clutter-Filtered, Variety FIR Filters [Loxx]STD/Clutter-Filtered, Variety FIR Filters is a FIR filter explorer. The following FIR Digital Filters are included. Rectangular - simple moving average Hanning Hamming Blackman Blackman/Harris Linear weighted Triangular There are 10s of windowing functions like the ones listed above. This indicator will be updated over time as I create more windowing functions in Pine. Uniform/Rectangular Window The uniform window (also called the rectangular window) is a time window with unity amplitude for all time samples and has the same effect as not applying a window. Use this window when leakage is not a concern, such as observing an entire transient signal. The uniform window has a rectangular shape and does not attenuate any portion of the time record. It weights all parts of the time record equally. Because the uniform window does not force the signal to appear periodic in the time record, it is generally used only with functions that are already periodic within a time record, such as transients and bursts. The uniform window is sometimes called a transient or boxcar window. For sine waves that are exactly periodic within a time record, using the uniform window allows you to measure the amplitude exactly (to within hardware specifications) from the Spectrum trace. Hanning Window The Hanning window attenuates the input signal at both ends of the time record to zero. This forces the signal to appear periodic. The Hanning window offers good frequency resolution at the expense of some amplitude accuracy. This window is typically used for broadband signals such as random noise. This window should not be used for burst or chirp source types or other strictly periodic signals. The Hanning window is sometimes called the Hann window or random window. Hamming Window Computers can't do computations with an infinite number of data points, so all signals are "cut off" at either end. This causes the ripple on either side of the peak that you see. The hamming window reduces this ripple, giving you a more accurate idea of the original signal's frequency spectrum. Blackman The Blackman window is a taper formed by using the first three terms of a summation of cosines. It was designed to have close to the minimal leakage possible. It is close to optimal, only slightly worse than a Kaiser window. Blackman-Harris This is the original "Minimum 4-sample Blackman-Harris" window, as given in the classic window paper by Fredric Harris "On the Use of Windows for Harmonic Analysis with the Discrete Fourier Transform", Proceedings of the IEEE, vol 66, no. 1, pp. 51-83, January 1978. The maximum side-lobe level is -92.00974072 dB. Linear Weighted A Weighted Moving Average puts more weight on recent data and less on past data. This is done by multiplying each bar’s price by a weighting factor. Because of its unique calculation, WMA will follow prices more closely than a corresponding Simple Moving Average. Triangular Weighted Triangular windowing is known for very smooth results. The weights in the triangular moving average are adding more weight to central values of the averaged data. Hence the coefficients are specifically distributed. Some of the examples that can give a clear picture of the coefficients progression: period 1 : 1 period 2 : 1 1 period 3 : 1 2 1 period 4 : 1 2 2 1 period 5 : 1 2 3 2 1 period 6 : 1 2 3 3 2 1 period 7 : 1 2 3 4 3 2 1 period 8 : 1 2 3 4 4 3 2 1 Read here to read about how each of these filters compare with each other: Windowing What is a Finite Impulse Response Filter? In signal processing, a finite impulse response (FIR) filter is a filter whose impulse response (or response to any finite length input) is of finite duration, because it settles to zero in finite time. This is in contrast to infinite impulse response (IIR) filters, which may have internal feedback and may continue to respond indefinitely (usually decaying). The impulse response (that is, the output in response to a Kronecker delta input) of an Nth-order discrete-time FIR filter lasts exactly {\displaystyle N+1}N+1 samples (from first nonzero element through last nonzero element) before it then settles to zero. FIR filters can be discrete-time or continuous-time, and digital or analog. A FIR filter is (similar to, or) just a weighted moving average filter, where (unlike a typical equally weighted moving average filter) the weights of each delay tap are not constrained to be identical or even of the same sign. By changing various values in the array of weights (the impulse response, or time shifted and sampled version of the same), the frequency response of a FIR filter can be completely changed. An FIR filter simply CONVOLVES the input time series (price data) with its IMPULSE RESPONSE. The impulse response is just a set of weights (or "coefficients") that multiply each data point. Then you just add up all the products and divide by the sum of the weights and that is it; e.g., for a 10-bar SMA you just add up 10 bars of price data (each multiplied by 1) and divide by 10. For a weighted-MA you add up the product of the price data with triangular-number weights and divide by the total weight. Ultra Low Lag Moving Average's weights are designed to have MAXIMUM possible smoothing and MINIMUM possible lag compatible with as-flat-as-possible phase response. What is a Clutter Filter? For our purposes here, this is a filter that compares the slope of the trading filter output to a threshold to determine whether to shift trends. If the slope is up but the slope doesn't exceed the threshold, then the color is gray and this indicates a chop zone. If the slope is down but the slope doesn't exceed the threshold, then the color is gray and this indicates a chop zone. Alternatively if either up or down slope exceeds the threshold then the trend turns green for up and red for down. Fro demonstration purposes, an EMA is used as the moving average. This acts to reduce the noise in the signal. Included Bar coloring Loxx's Expanded Source Types Signals Alerts Related Indicators STD/Clutter-Filtered, Kaiser Window FIR Digital Filter STD- and Clutter-Filtered, Non-Lag Moving Average Clutter-Filtered, D-Lag Reducer, Spec. Ops FIR Filter STD-Filtered, Ultra Low Lag Moving Average
Pine Script™ indicator
by loxx
Triangular Momentum Oscillator & Real Time Divergences [LuxAlgo]Oscillators are widely used in technical analysis and can return a large amount of information to the trader depending on their design. It is common to use oscillators to detect divergences with the price, divergences occur when the tops/bottoms made by the oscillator and price are negatively correlated. The following oscillator is based on the momentum of a triangular moving average, hence the name "triangular momentum" because of the very smooth property of the triangular moving average, we aimed at a real-time detection of divergences instead of using more common methods such as relying on pivot high/low detection which are suitable for more noisy oscillators. The oscillator can also be colored based on a gradient derived from the correlation between its output and the price which can be useful to detect when the oscillator is out of phase (significantly lagging or leading the price). Settings length : Period of the oscillator, higher values return a smoother output. src : Input source of the indicator. Show Lines : Show lines connecting the current top/bottom with the previous one made by the oscillator when a divergence is detected. True by default. Color Based On Price/Oscillator Correlation : Allows the color of the oscillator to change based on its correlation with the price, with red colors suggesting a negative correlation. Usages The advantage of having a smoother oscillator for divergences detection is that it can be done in real-time since a top or bottom is present when the oscillator first difference cross 0. Smoother oscillators are also easier to interpret, however, they will still suffer from lag. The divergences detected by the oscillator are regular divergences, where the oscillator leads price variations. Using higher values of length allows the oscillator to filter out longer-term variations thus being smoother as a result. By using the color mode based on the price/oscillator correlation we can see where the oscillator leads or lag the price, and since divergences are based on the price and oscillator going in the opposite direction we can have information where price might reverse. It is also possible to interpret the oscillator without relying on the divergence detection, with a decreasing value of the oscillator indicating a downtrend and an increasing value indicating an uptrend.
Pine Script™ indicator
by LuxAlgo
10
The TMA Slope - TMSlope Oscillator The TMA Slope oscillator is a simple slope of a Triangular Moving Average compared and normalized with the Average True Range of the last 100 periods (default setting). This specific version add 2 triggers to give trading signals according to the slope: - Above superior trigger, the trend is bullish, so trading is “Buy” - Below inferior trigger, the trend is bearish, trading is “Sell” - If the slope is included between these 2 levels, the market is probably ranging and no new orders should be initiated
Pine Script™ indicator
by melihtuna
4
Takashi Triangular Arbitrage | 2nd Gen | [Alerts]Spot discrepancies between three currencies: these opportunities are rare and usually benefit to traders using advanced programs. You can now set up alerts and discover those for yourself. This indicator signals opportunities for executing triangular arbitrage. Triangular arbitrage is the result of a discrepancy between three different currencies that occurs when the currency's exchange rates do not exactly match up. These opportunities are more frequent at cryptocurrency markets. The trader would exchange an amount at one rate (Currency_B/Currency_A), convert it again (Currency_C/Currency_B) and then convert it finally back to the original (Currency_C/Currency_A), and assuming low transaction costs, net a profit. Example: As per standard inputs, the trader would use US dollars to buy BTC (BITFINEX:BTCUSD), use BTC to buy NEO (BITFINEX:NEOBTC), use NEO to buy US dollars back (BITFINEX:NEOUSD). Whenever the quantity of US dollars bought back is higher than 1% from the initial amount, the indicator will send an alert signaling an arbitrage possibility. Disclaimer: triangular arbitrage requires advanced automation tools and is only possible if there is enough liquidity to quickly execute all 3 trades at prices used on the indicator. Inputs Symbol 1 Symbol input. First step currency to initiate triangular arbitrage. (Currency_B/Currency_A) Symbol 2 Symbol input. Second step currency to continue triangular arbitrage. (Currency_C/Currency_B) Symbol 3 Symbol input. Final step currency to finalize triangular arbitrage. (Currency_C/Currency_A) Discrepancy % Float input. Amount in percent of profit return after triangular arbitrage is finished. Transaction fees not included. To get access to this and other scripts check links below.
Pine Script™ indicator
by kaiomp
High Low Bands Triangular Moving Avg Saucius Finance v2Bands based upon triangular bands are more precise and quicker than those which use Bollinger’s method (simple moving average), Keltner’s one, Highs and lows and so on. Just enter long when prices cross over “middleband” and go short viceversa. As filter the color of the signal’ candle must be coeherent with your next position (price shall go down if you want to go short and viceversa). Upper and lower bands are the target: close the position when price undergo the upper band (or High band) in case of long and when price overcome the lower one (Low band) in case of short. Frequently price have a retracement towards middleband: for being safe, open another long position again (after the previous one) if the close is higher than the upper band (lower than the lower band in case of short). K is only a factor to determine the distance of the middleband to the lower one (since Big stock markets tends always to grow, short is less interesting). You can use my indicator in all temporal frame for many (not all!) financial instruments. I recommend in particular to use Heiken-Ashi figure (but you can use the standard one). For a quick (but not hysteric) trading, use graph 30′ to open position, and wait the next bar for a confirm. As second filter, simply open position coerehent with the daily graph (I meanif in daily desk signal is long, do not open short position in the 30 minutes’ one). Contact me for any explanation and watch my site!
Pine Script™ indicator
by saucius
1
High Low Bands Strategy As the name suggests, High low bands are two bands surrounding the underlying’s price. These bands are generated from the triangular moving averages calculated from the underlying’s price. The triangular moving average is, in turn, shifted up and down by a fixed percentage. The bands, thus formed, are termed as High low bands. The main theme and concept of High low bands is based upon the triangular moving average. WARNING: - This script to change bars colors.
Pine Script™ indicator
by HPotter