mirror of https://github.com/ArduPilot/ardupilot
Tools: Web: FilterReview: add notch tracking overlay
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@ -1,5 +1,293 @@
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// A js tool for plotting ArduPilot batch log data
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// Generic Class to hold source for notch target
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class NotchTarget {
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constructor(log, msg_name, key_name, name, mode_value) {
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this.name = name
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this.mode_value = mode_value
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this.data = []
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// Don't always need log data (static notch)
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if (log == null) {
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return
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}
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// Grab data from log
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log.parseAtOffset(msg_name)
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if ((log.messages[msg_name] == null) || (log.messages[msg_name].length == 0)) {
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return
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}
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// Convert ket into array if needed
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if (!Array.isArray(key_name)) {
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key_name = [key_name]
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}
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// Grab all given keys to data struct
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this.data.time = []
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for (var j=0; j<key_name.length; j++) {
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this.data[key_name[j]] = []
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}
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for (var i=0; i < log.messages[msg_name].time_boot_ms.length; i++) {
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this.data.time[i] = log.messages[msg_name].time_boot_ms[i] / 1000
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for (var j=0; j<key_name.length; j++) {
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this.data[key_name[j]][i] = log.messages[msg_name][key_name[j]][i]
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}
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}
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}
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get_target_freq(config) {
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if ((Object.keys(this.data).length == 0) || (this.data.time == null)) {
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return
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}
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const start_index = find_start_index(this.data.time)
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const end_index = find_end_index(this.data.time)
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if (config.ref == 0) {
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return { freq:[config.freq, config.freq], time:[this.data.time[start_index], this.data.time[end_index]] }
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}
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var freq = []
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for (let j=start_index;j<end_index;j++) {
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freq.push(this.get_target_freq_index(config, j))
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}
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return { freq:freq, time:this.data.time.slice(start_index, end_index) }
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}
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}
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// Tracking mode specific classes
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class StaticTarget extends NotchTarget {
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constructor(log) {
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super(null, null, null, "Static", 0)
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}
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get_target_freq(config) {
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const start_time = parseFloat(document.getElementById("TimeStart").value)
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const end_time = parseFloat(document.getElementById("TimeEnd").value)
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return { freq:[config.freq, config.freq], time:[start_time, end_time] }
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}
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}
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class ThrottleTarget extends NotchTarget {
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constructor(log) {
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super(log, "RATE", "AOut", "Throttle", 1)
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}
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get_target_freq_index(config, index) {
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const motors_throttle = math.max(0, this.data.AOut[index])
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return config.freq * math.max(config.min_ratio, math.sqrt(motors_throttle / config.ref))
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}
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}
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class RPMTarget extends NotchTarget {
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constructor(log, instance, mode_value) {
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const key = "rpm" + instance
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super(log, "RPM", key, "RPM" + instance, mode_value)
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this.key = key
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}
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get_target_freq_index(config, index) {
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const rpm = this.data[this.key][index]
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if (rpm > 0) {
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return math.max(config.freq, rpm * config.ref * (1.0/60.0))
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}
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return config.freq
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}
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}
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class ESCTarget extends NotchTarget {
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constructor(log) {
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super(null, null, null, "ESC", 3)
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// Grab data from log, have to do it a little differently to get instances
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const msg = "ESC"
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log.parseAtOffset(msg)
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if ((log.messages[msg] == null) || (log.messages[msg].length == 0)) {
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return
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}
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// Individual RPM
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var instances = 0
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for (let i=0;i<16;i++) {
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const inst_msg = msg + "[" + i + "]"
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if (log.messages[inst_msg] != null) {
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this.data[i] = { time:[], freq:[] }
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for (var j=0; j < log.messages[inst_msg].time_boot_ms.length; j++) {
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this.data[i].time[j] = log.messages[inst_msg].time_boot_ms[j] / 1000
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this.data[i].freq[j] = log.messages[inst_msg].RPM[j] / 60
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}
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instances++
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}
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}
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// Average RPM
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this.data.avg_freq = []
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this.data.avg_time = []
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var inst = []
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for (let i=0;i<instances;i++) {
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inst[i] = { rpm:null, time_ms:null }
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}
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for (let i=0;i<log.messages[msg].length;i++) {
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// Update instance
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const instance = log.messages[msg][i].Instance
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const time_ms = log.messages[msg][i].time_boot_ms
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inst[instance].rpm = log.messages[msg][i].RPM
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inst[instance].time_ms = time_ms
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// Invalidate any instance that has timed out
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for (let j=0;j<instances;j++) {
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if ((j != instance) && (inst[j].time_ms != null) && ((time_ms - inst[j].time_ms) > 1000)) {
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inst[j].time_ms = null
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inst[j].rpm = null
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}
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}
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// If a full set of valid instances take average
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var expected_count = 0
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var count = 0
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var sum = 0
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for (let j=0;j<instances;j++) {
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if (inst[j].rpm != null) {
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count++
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sum += inst[j].rpm
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}
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if (inst[j].time_ms != null) {
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expected_count++
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}
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}
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if ((count > 0) && (count == expected_count)) {
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this.data.avg_freq.push((sum / count) / 60)
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this.data.avg_time.push(time_ms / 1000)
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// Invalidate used values
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for (let j=0;j<instances;j++) {
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inst[j].rpm = null
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}
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}
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}
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}
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get_target_freq(config) {
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if (this.data.length == 0) {
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return
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}
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const dynamic = (config.options & (1<<1)) != 0
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if (dynamic) {
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// Tracking individual motor RPM's
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let freq = []
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let time = []
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for (let i = 0; i < this.data.length; i++) {
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const start_index = find_start_index(this.data[i].time)
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const end_index = find_end_index(this.data[i].time)
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let inst_freq = this.data[i].freq.slice(start_index, end_index)
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for (let j = 0; j < inst_freq.length; j++) {
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inst_freq[j] = math.max(inst_freq[j], config.freq)
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}
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time.push(...this.data[i].time.slice(start_index, end_index))
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freq.push(...inst_freq)
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// Add NAN to remove line from end back to the start
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time.push(NaN)
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freq.push(NaN)
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}
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return { freq:freq, time:time }
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}
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// Tracking average motor rpm
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const start_index = find_start_index(this.data.avg_time)
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const end_index = find_end_index(this.data.avg_time)
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let freq = this.data.avg_freq.slice(start_index, end_index)
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for (let j = 0; j < freq.length; j++) {
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freq[j] = math.max(freq[j], config.freq)
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}
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return { freq:freq, time:this.data.avg_time.slice(start_index, end_index) }
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}
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}
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class FFTTarget extends NotchTarget {
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constructor(log) {
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super(log, "FTN1", "PkAvg", "FFT", 4)
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// Grab data from log, have to do it a little differently to get instances
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const msg = "FTN2"
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log.parseAtOffset(msg)
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if ((log.messages[msg] == null) || (log.messages[msg].length == 0)) {
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return
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}
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for (let i=0;i<3;i++) {
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// FFT can track three peaks
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const inst_msg = msg + "[" + i + "]"
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if (log.messages[inst_msg] != null) {
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this.data[i] = { time:[], freq:[] }
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for (var j=0; j < log.messages[inst_msg].time_boot_ms.length; j++) {
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// Do noise weighting between axis to get a single frequency
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// Same as `get_weighted_freq_hz` function in AP_GyroFFT
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const energy_x = log.messages[inst_msg].EnX[j]
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const energy_y = log.messages[inst_msg].EnY[j]
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const freq_x = log.messages[inst_msg].PkX[j]
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const freq_y = log.messages[inst_msg].PkY[j]
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if ((energy_x > 0) && (energy_y > 0)) {
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// Weighted by relative energy
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this.data[i].freq[j] = (freq_x*energy_x + freq_y*energy_y) / (energy_x + energy_y)
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} else {
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// Just take average
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this.data[i].freq[j] = (freq_x + freq_y) * 0.5
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}
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this.data[i].time[j] = log.messages[inst_msg].time_boot_ms[j] / 1000
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}
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}
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}
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}
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get_target_freq(config) {
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const dynamic = (config.options & (1<<1)) != 0
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if (dynamic) {
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// Tracking multiple peaks
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let freq = []
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let time = []
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for (let i = 0; i < this.data.length; i++) {
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const start_index = find_start_index(this.data[i].time)
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const end_index = find_end_index(this.data[i].time)
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let inst_freq = this.data[i].freq.slice(start_index, end_index)
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for (let j = 0; j < inst_freq.length; j++) {
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inst_freq[j] = math.max(inst_freq[j], config.freq)
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}
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time.push(...this.data[i].time.slice(start_index, end_index))
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freq.push(...inst_freq)
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// Add NAN to remove line from end back to the start
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time.push(NaN)
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freq.push(NaN)
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}
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return { freq:freq, time:time }
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}
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// Just center peak
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const start_index = find_start_index(this.data.time)
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const end_index = find_end_index(this.data.time)
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let freq = this.data.PkAvg.slice(start_index, end_index)
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for (let j = 0; j < freq.length; j++) {
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freq[j] = math.max(freq[j], config.freq)
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}
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return { freq:freq, time:this.data.time.slice(start_index, end_index) }
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}
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}
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// return hanning window array of given length (in tensorflow format)
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function hanning(len) {
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const half = tf.scalar(0.5)
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@ -141,6 +429,7 @@ function run_batch_fft(data_set) {
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// Setup plots with no data
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var Spectrogram = {}
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var fft_plot = {}
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const max_num_harmonics = 8
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function reset() {
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let axis = ["X" , "Y", "Z"]
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@ -160,9 +449,6 @@ function reset() {
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// Clear extra text
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document.getElementById("FFTWindowInfo").innerHTML = ""
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document.getElementById("Gyro0_info").innerHTML = "<br>"
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document.getElementById("Gyro1_info").innerHTML = "<br>"
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document.getElementById("Gyro2_info").innerHTML = "<br>"
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document.getElementById("Gyro0_FFT_info").innerHTML = "<br><br><br>"
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document.getElementById("Gyro1_FFT_info").innerHTML = "<br><br><br>"
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document.getElementById("Gyro2_FFT_info").innerHTML = "<br><br><br>"
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@ -191,29 +477,52 @@ function reset() {
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fft_plot.layout = {
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xaxis: {title: {text: ""}, type: "linear"},
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yaxis: {title: {text: ""}},
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showlegend: true,
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legend: {itemclick: false, itemdoubleclick: false },
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margin: { b: 50, l: 50, r: 50, t: 20 }
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}
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var FFTPlot = document.getElementById("FFTPlot")
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Plotly.purge(FFTPlot)
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Plotly.newPlot(FFTPlot, fft_plot.data, fft_plot.layout, {displaylogo: false});
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// Disable legend click (could probably hook this into the set the ticky boxes)
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FFTPlot.on('plotly_legendclick', function(data) { return false })
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// Spectrogram setup
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// Add surface
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Spectrogram.data = [{
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type:"heatmap",
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colorbar: {title: {side: "right", text: ""}},
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colorbar: {title: {side: "right", text: ""}, orientation: "h"},
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transpose: true,
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zsmooth: "best",
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hovertemplate: ""
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}]
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// Add tracking lines
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// Two harmonic notch filters each with upto 8 harmonics
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for (let i=0;i<2;i++) {
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let Group_name = "Notch " + (i+1)
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let dash = (i == 0) ? "solid" : "dot"
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for (let j=0;j<max_num_harmonics;j++) {
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let name = (j == 0) ? "Fundamental" : "Harmonic " + j
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Spectrogram.data.push({
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type:"scatter",
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mode: "lines",
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line: { width: 4, dash: dash },
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visible: false,
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name: name,
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meta: Group_name + "<br>" + name,
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legendgroup: i,
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legendgrouptitle: { text: "" }
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})
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}
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}
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// Define Layout
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Spectrogram.layout = {
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xaxis: {title: {text: "Time (s)"}},
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yaxis: {title: {text: ""}, type: "linear"},
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showlegend: true,
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legend: {itemclick: false, itemdoubleclick: false },
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margin: { b: 50, l: 50, r: 50, t: 20 }
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}
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var SpectrogramPlot = document.getElementById("Spectrogram")
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Spectrogram.data[0].z[j] = amplitude_scale.fun(math.dotMultiply(Gyro_batch[batch_instance].FFT[axis][index], window_correction))
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}
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// Setup tracking lines
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const tracking_hovertemplate = "<extra></extra>%{meta}<br>" + "%{x:.2f} s<br>" + frequency_scale.hover("y")
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for (let i=0;i<HNotch_setup.length;i++) {
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// Plus one for the spectrogram plot
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const plot_offset = i * max_num_harmonics + 1
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// Hide all
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for (let j=0;j<max_num_harmonics;j++) {
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Spectrogram.data[plot_offset + j].visible = false
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}
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// Notch disabled, nothing to do
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if ((HNotch_setup[i].enable <= 0) || (HNotch_setup[i].harmonics <= 0)) {
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continue
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}
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// Find configured tracking source
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let tracking
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for (let j=0;j<tracking_methods.length;j++) {
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if (HNotch_setup[i].mode == tracking_methods[j].mode_value) {
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tracking = tracking_methods[j]
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}
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}
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// Invalid mode
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if (tracking == null) {
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continue
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}
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const Group_name = "Notch " + (i+1) + ": " + tracking.name
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const fundamental = tracking.get_target_freq(HNotch_setup[i])
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// Enable each harmonic
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for (let j=0;j<max_num_harmonics;j++) {
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if ((HNotch_setup[i].harmonics & (1<<j)) == 0) {
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continue
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}
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const harmonic_freq = math.dotMultiply(fundamental.freq, j+1)
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if (harmonic_freq == null) {
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break
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}
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Spectrogram.data[plot_offset + j].visible = true
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Spectrogram.data[plot_offset + j].x = fundamental.time
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Spectrogram.data[plot_offset + j].y = frequency_scale.fun(harmonic_freq)
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Spectrogram.data[plot_offset + j].hovertemplate = tracking_hovertemplate
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Spectrogram.data[plot_offset + j].legendgrouptitle.text = Group_name
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}
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}
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Plotly.redraw("Spectrogram")
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}
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@ -520,12 +880,50 @@ function get_param_value(param_log, name) {
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return value
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}
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function get_HNotch_param_names() {
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prefix = ["INS_HNTCH_", "INS_HNTC2_"]
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ret = []
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for (let i = 0; i < prefix.length; i++) {
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ret[i] = {enable: prefix[i] + "ENABLE",
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mode: prefix[i] + "MODE",
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freq: prefix[i] + "FREQ",
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ref: prefix[i] + "REF",
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min_ratio: prefix[i] + "FM_RAT",
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harmonics: prefix[i] + "HMNCS",
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options: prefix[i] + "OPTS"}
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}
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return ret
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}
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function HNotch_param_read() {
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const HNotch_params = get_HNotch_param_names("INS_HNTCH_")
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for (let i = 0; i < HNotch_params.length; i++) {
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// Enable all params in group if enable is set
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const enable_input = parseFloat(document.getElementById(HNotch_params[i].enable).value) > 0
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for (const [key, value] of Object.entries(HNotch_params[i])) {
|
||||
if (key != "enable") {
|
||||
document.getElementById(value).disabled = !enable_input
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Load values into HNotch object
|
||||
for (let i = 0; i < HNotch_params.length; i++) {
|
||||
HNotch_setup[i] = []
|
||||
for (const [key, value] of Object.entries(HNotch_params[i])) {
|
||||
HNotch_setup[i][key] = parseFloat(document.getElementById(value).value)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
var Gyro_batch
|
||||
var tracking_methods
|
||||
var HNotch_setup = []
|
||||
function load(log_file) {
|
||||
|
||||
const start = performance.now()
|
||||
|
||||
// Clear and reset state
|
||||
var log = new DataflashParser()
|
||||
log.processData(log_file)
|
||||
|
||||
|
@ -622,9 +1020,6 @@ function load(log_file) {
|
|||
return
|
||||
}
|
||||
|
||||
// setup/reset plot and options
|
||||
reset()
|
||||
|
||||
log.parseAtOffset('PARM')
|
||||
|
||||
// Try and decode device IDs
|
||||
|
@ -632,7 +1027,7 @@ function load(log_file) {
|
|||
for (let i = 0; i < 3; i++) {
|
||||
const ID_param = i == 0 ? "INS_GYR_ID" : "INS_GYR" + (i + 1) + "_ID"
|
||||
const ID = get_param_value(log.messages.PARM, ID_param)
|
||||
if (ID != null) {
|
||||
if ((ID != null) && (ID > 0)) {
|
||||
const decoded = decode_devid(ID, DEVICE_TYPE_IMU)
|
||||
if (decoded != null) {
|
||||
document.getElementById("Gyro" + i + "_info").innerHTML = decoded.name + " via " + decoded.bus_type
|
||||
|
@ -663,6 +1058,31 @@ function load(log_file) {
|
|||
// setup/reset plot and options
|
||||
reset()
|
||||
|
||||
|
||||
// Load potential sources of notch tracking targets
|
||||
tracking_methods = [new StaticTarget(),
|
||||
new ThrottleTarget(log),
|
||||
new RPMTarget(log, 1, 2),
|
||||
new ESCTarget(log),
|
||||
new FFTTarget(log),
|
||||
new RPMTarget(log, 2, 5)]
|
||||
|
||||
// Read from log into HTML box
|
||||
const HNotch_params = get_HNotch_param_names()
|
||||
for (let i = 0; i < HNotch_params.length; i++) {
|
||||
for (const param of Object.values(HNotch_params[i])) {
|
||||
const value = get_param_value(log.messages.PARM, param)
|
||||
if (value != null) {
|
||||
document.getElementById(param).value = value
|
||||
}
|
||||
}
|
||||
// Allow enable values to be changed
|
||||
document.getElementById(HNotch_params[i].enable).disabled = false
|
||||
}
|
||||
|
||||
// Load notch params
|
||||
HNotch_param_read()
|
||||
|
||||
// Update ranges of start and end time
|
||||
var start_time
|
||||
var end_time
|
||||
|
|
|
@ -15,6 +15,19 @@
|
|||
|
||||
<body>
|
||||
|
||||
<style>
|
||||
div.plotly-notifier {
|
||||
visibility: hidden;
|
||||
}
|
||||
|
||||
label.parameter_input_label {
|
||||
display: inline-block;
|
||||
width: 160px;
|
||||
text-align: right;
|
||||
margin:5px 0px;
|
||||
}
|
||||
</style>
|
||||
|
||||
<table>
|
||||
<tr>
|
||||
<td style="width: 30px;"></td>
|
||||
|
@ -210,7 +223,7 @@
|
|||
<tr>
|
||||
<td style="width: 60px;"></td>
|
||||
<td>
|
||||
<fieldset style="width:300px">
|
||||
<fieldset style="width:300px;height:350px">
|
||||
<legend>Spectrogram Options</legend>
|
||||
<p>
|
||||
<fieldset style="width:300px">
|
||||
|
@ -250,7 +263,72 @@
|
|||
</p>
|
||||
</fieldset>
|
||||
</td>
|
||||
|
||||
<td>
|
||||
<fieldset style="width:300px;height:350px">
|
||||
<legend>First Notch Filter</legend>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTCH_ENABLE">INS_HNTCH_ENABLE</label>
|
||||
<input id="INS_HNTCH_ENABLE" name="INS_HNTCH_ENABLE" type="number" step="1" value="0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTCH_MODE">INS_HNTCH_MODE</label>
|
||||
<input id="INS_HNTCH_MODE" name="INS_HNTCH_MODE" type="number" step="1" value="0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTCH_FREQ">INS_HNTCH_FREQ</label>
|
||||
<input id="INS_HNTCH_FREQ" name="INS_HNTCH_FREQ" type="number" step="0.1" value="0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTCH_REF">INS_HNTCH_REF</label>
|
||||
<input id="INS_HNTCH_REF" name="INS_HNTCH_REF" type="number" step="0.01" value="0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTCH_FM_RAT">INS_HNTCH_FM_RAT</label>
|
||||
<input id="INS_HNTCH_FM_RAT" name="INS_HNTCH_FM_RAT" type="number" step="0.01" value="1.0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTCH_HMNCS">INS_HNTCH_HMNCS</label>
|
||||
<input id="INS_HNTCH_HMNCS" name="INS_HNTCH_HMNCS" type="number" step="1" value="1" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTCH_OPTS">INS_HNTCH_OPTS</label>
|
||||
<input id="INS_HNTCH_OPTS" name="INS_HNTCH_OPTS" type="number" step="1" value="0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
</fieldset>
|
||||
</td>
|
||||
<td>
|
||||
<fieldset style="width:300px;height:350px">
|
||||
<legend>Second Notch Filter</legend>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTC2_ENABLE">INS_HNTC2_ENABLE</label>
|
||||
<input id="INS_HNTC2_ENABLE" name="INS_HNTC2_ENABLE" type="number" step="1" value="0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTC2_MODE">INS_HNTC2_MODE</label>
|
||||
<input id="INS_HNTC2_MODE" name="INS_HNTC2_MODE" type="number" step="1" value="0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTC2_FREQ">INS_HNTC2_FREQ</label>
|
||||
<input id="INS_HNTC2_FREQ" name="INS_HNTC2_FREQ" type="number" step="0.1" value="0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTC2_REF">INS_HNTC2_REF</label>
|
||||
<input id="INS_HNTC2_REF" name="INS_HNTC2_REF" type="number" step="0.01" value="0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTC2_FM_RAT">INS_HNTC2_FM_RAT</label>
|
||||
<input id="INS_HNTC2_FM_RAT" name="INS_HNTC2_FM_RAT" type="number" step="0.01" value="1.0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTC2_HMNCS">INS_HNTC2_HMNCS</label>
|
||||
<input id="INS_HNTC2_HMNCS" name="INS_HNTC2_HMNCS" type="number" step="1" value="1" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
<p>
|
||||
<label class="parameter_input_label" for="INS_HNTC2_OPTS">INS_HNTC2_OPTS</label>
|
||||
<input id="INS_HNTC2_OPTS" name="INS_HNTC2_OPTS" type="number" step="1" value="0" onchange="HNotch_param_read(); redraw_Spectrogram();" style="width: 100px" disabled/>
|
||||
</p>
|
||||
</fieldset>
|
||||
</td>
|
||||
</tr>
|
||||
</table>
|
||||
|
||||
|
|
Loading…
Reference in New Issue