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| 1 | +# -*- coding: utf-8; mode: python; indent-tabs-mode: t; tab-width:4 -*- |
| 2 | +from numpy import int16,std |
| 3 | +from Kalman import KalmanFilter |
| 4 | + |
| 5 | +def connect(route,**args): |
| 6 | + return MPU925x(route,**args) |
| 7 | + |
| 8 | +class MPU925x(): |
| 9 | + ''' |
| 10 | + Mandatory members: |
| 11 | + GetRaw : Function called by Graphical apps. Must return values stored in a list |
| 12 | + NUMPLOTS : length of list returned by GetRaw. Even single datapoints need to be stored in a list before returning |
| 13 | + PLOTNAMES : a list of strings describing each element in the list returned by GetRaw. len(PLOTNAMES) = NUMPLOTS |
| 14 | + name : the name of the sensor shown to the user |
| 15 | + params: |
| 16 | + A dictionary of function calls(single arguments only) paired with list of valid argument values. (Primitive. I know.) |
| 17 | + These calls can be used for one time configuration settings |
| 18 | +
|
| 19 | + ''' |
| 20 | + INT_PIN_CFG = 0x37 |
| 21 | + GYRO_CONFIG = 0x1B |
| 22 | + ACCEL_CONFIG = 0x1C |
| 23 | + GYRO_SCALING= [131,65.5,32.8,16.4] |
| 24 | + ACCEL_SCALING=[16384,8192,4096,2048] |
| 25 | + AR=3 |
| 26 | + GR=3 |
| 27 | + NUMPLOTS=7 |
| 28 | + PLOTNAMES = ['Ax','Ay','Az','Temp','Gx','Gy','Gz'] |
| 29 | + ADDRESS = 0x68 |
| 30 | + AK8963_ADDRESS =0x0C |
| 31 | + AK8963_CNTL = 0x0A |
| 32 | + name = 'Accel/gyro' |
| 33 | + def __init__(self,I2C,**args): |
| 34 | + self.I2C=I2C |
| 35 | + self.ADDRESS = args.get('address',self.ADDRESS) |
| 36 | + self.name = 'Accel/gyro' |
| 37 | + self.params={'powerUp':None,'setGyroRange':[250,500,1000,2000],'setAccelRange':[2,4,8,16],'KalmanFilter':[.01,.1,1,10,100,1000,10000,'OFF']} |
| 38 | + self.setGyroRange(2000) |
| 39 | + self.setAccelRange(16) |
| 40 | + ''' |
| 41 | + try: |
| 42 | + self.I2C.configI2C(400e3) |
| 43 | + except: |
| 44 | + pass |
| 45 | + ''' |
| 46 | + self.powerUp() |
| 47 | + self.K=None |
| 48 | + |
| 49 | + |
| 50 | + |
| 51 | + def KalmanFilter(self,opt): |
| 52 | + if opt=='OFF': |
| 53 | + self.K=None |
| 54 | + return |
| 55 | + noise=[[]]*self.NUMPLOTS |
| 56 | + for a in range(500): |
| 57 | + vals=self.getRaw() |
| 58 | + for b in range(self.NUMPLOTS):noise[b].append(vals[b]) |
| 59 | + |
| 60 | + self.K=[None]*7 |
| 61 | + for a in range(self.NUMPLOTS): |
| 62 | + sd = std(noise[a]) |
| 63 | + self.K[a] = KalmanFilter(1./opt, sd**2) |
| 64 | + |
| 65 | + def getVals(self,addr,bytes): |
| 66 | + vals = self.I2C.readBulk(self.ADDRESS,addr,bytes) |
| 67 | + return vals |
| 68 | + |
| 69 | + def powerUp(self): |
| 70 | + self.I2C.writeBulk(self.ADDRESS,[0x6B,0]) |
| 71 | + |
| 72 | + def setGyroRange(self,rs): |
| 73 | + self.GR=self.params['setGyroRange'].index(rs) |
| 74 | + self.I2C.writeBulk(self.ADDRESS,[self.GYRO_CONFIG,self.GR<<3]) |
| 75 | + |
| 76 | + def setAccelRange(self,rs): |
| 77 | + self.AR=self.params['setAccelRange'].index(rs) |
| 78 | + self.I2C.writeBulk(self.ADDRESS,[self.ACCEL_CONFIG,self.AR<<3]) |
| 79 | + |
| 80 | + def getRaw(self): |
| 81 | + ''' |
| 82 | + This method must be defined if you want GUIs to use this class to generate |
| 83 | + plots on the fly. |
| 84 | + It must return a set of different values read from the sensor. such as X,Y,Z acceleration. |
| 85 | + The length of this list must not change, and must be defined in the variable NUMPLOTS. |
| 86 | + |
| 87 | + GUIs will generate as many plots, and the data returned from this method will be appended appropriately |
| 88 | + ''' |
| 89 | + vals=self.getVals(0x3B,14) |
| 90 | + if vals: |
| 91 | + if len(vals)==14: |
| 92 | + raw=[0]*7 |
| 93 | + for a in range(3):raw[a] = 1.*int16(vals[a*2]<<8|vals[a*2+1])/self.ACCEL_SCALING[self.AR] |
| 94 | + for a in range(4,7):raw[a] = 1.*int16(vals[a*2]<<8|vals[a*2+1])/self.GYRO_SCALING[self.GR] |
| 95 | + raw[3] = int16(vals[6]<<8|vals[7])/340. + 36.53 |
| 96 | + if not self.K: |
| 97 | + return raw |
| 98 | + else: |
| 99 | + for b in range(self.NUMPLOTS): |
| 100 | + self.K[b].input_latest_noisy_measurement(raw[b]) |
| 101 | + raw[b]=self.K[b].get_latest_estimated_measurement() |
| 102 | + return raw |
| 103 | + |
| 104 | + else: |
| 105 | + return False |
| 106 | + else: |
| 107 | + return False |
| 108 | + |
| 109 | + def getAccel(self): |
| 110 | + ''' |
| 111 | + Return a list of 3 values for acceleration vector |
| 112 | + |
| 113 | + ''' |
| 114 | + vals=self.getVals(0x3B,6) |
| 115 | + ax=int16(vals[0]<<8|vals[1]) |
| 116 | + ay=int16(vals[2]<<8|vals[3]) |
| 117 | + az=int16(vals[4]<<8|vals[5]) |
| 118 | + return [ax/65535.,ay/65535.,az/65535.] |
| 119 | + |
| 120 | + def getTemp(self): |
| 121 | + ''' |
| 122 | + Return temperature |
| 123 | + ''' |
| 124 | + vals=self.getVals(0x41,6) |
| 125 | + t=int16(vals[0]<<8|vals[1]) |
| 126 | + return t/65535. |
| 127 | + |
| 128 | + def getGyro(self): |
| 129 | + ''' |
| 130 | + Return a list of 3 values for angular velocity vector |
| 131 | + |
| 132 | + ''' |
| 133 | + vals=self.getVals(0x43,6) |
| 134 | + ax=int16(vals[0]<<8|vals[1]) |
| 135 | + ay=int16(vals[2]<<8|vals[3]) |
| 136 | + az=int16(vals[4]<<8|vals[5]) |
| 137 | + return [ax/65535.,ay/65535.,az/65535.] |
| 138 | + |
| 139 | + def getMag(self): |
| 140 | + ''' |
| 141 | + Return a list of 3 values for magnetic field vector |
| 142 | + |
| 143 | + ''' |
| 144 | + vals=self.I2C.readBulk(self.AK8963_ADDRESS,0x03,7) #6+1 . 1(ST2) should not have bit 4 (0x8) true. It's ideally 16 . overflow bit |
| 145 | + ax=int16(vals[0]<<8|vals[1]) |
| 146 | + ay=int16(vals[2]<<8|vals[3]) |
| 147 | + az=int16(vals[4]<<8|vals[5]) |
| 148 | + if not vals[6]&0x08:return [ax/65535.,ay/65535.,az/65535.] |
| 149 | + else: return None |
| 150 | + |
| 151 | + |
| 152 | + def WhoAmI(self): |
| 153 | + ''' |
| 154 | + Returns the ID . |
| 155 | + It is 71 for MPU9250 . |
| 156 | + ''' |
| 157 | + v = self.I2C.readBulk(self.ADDRESS,0x75,1)[0] |
| 158 | + if v not in [0x71,0x73]:return 'Error %s'%hex(v) |
| 159 | + |
| 160 | + |
| 161 | + if v==0x73:return 'MPU9255 %s'%hex(v) |
| 162 | + elif v==0x71:return 'MPU9250 %s'%hex(v) |
| 163 | + |
| 164 | + |
| 165 | + def WhoAmI_AK8963(self): |
| 166 | + ''' |
| 167 | + Returns the ID fo magnetometer AK8963 if found. |
| 168 | + It should be 0x48. |
| 169 | + ''' |
| 170 | + self.initMagnetometer() |
| 171 | + v= self.I2C.readBulk(self.AK8963_ADDRESS,0,1) [0] |
| 172 | + if v==0x48:return 'AK8963 at %s'%hex(v) |
| 173 | + else: return 'AK8963 not found. returned :%s'%hex(v) |
| 174 | + |
| 175 | + def initMagnetometer(self): |
| 176 | + ''' |
| 177 | + For MPU925x with integrated magnetometer. |
| 178 | + It's called a 10 DoF sensor, but technically speaking , |
| 179 | + the 3-axis Accel , 3-Axis Gyro, temperature sensor are integrated in one IC, and the 3-axis magnetometer is implemented in a |
| 180 | + separate IC which can be accessed via an I2C passthrough. |
| 181 | + |
| 182 | + Therefore , in order to detect the magnetometer via an I2C scan, the passthrough must first be enabled on IC#1 (Accel,gyro,temp) |
| 183 | + ''' |
| 184 | + self.I2C.writeBulk(self.ADDRESS,[self.INT_PIN_CFG,0x22]) #I2C passthrough |
| 185 | + self.I2C.writeBulk(self.AK8963_ADDRESS,[self.AK8963_CNTL,0]) #power down mag |
| 186 | + self.I2C.writeBulk(self.AK8963_ADDRESS,[self.AK8963_CNTL,(1<<4)|6]) #mode (0=14bits,1=16bits) <<4 | (2=8Hz , 6=100Hz) |
| 187 | + |
| 188 | + |
| 189 | + |
| 190 | +if __name__ == "__main__": |
| 191 | + from PSL import sciencelab |
| 192 | + I = sciencelab.connect() |
| 193 | + A = connect(I.I2C) |
| 194 | + t,x,y,z = I.I2C.capture(A.ADDRESS,0x43,6,5000,1000,'int') |
| 195 | + #print (t,x,y,z) |
| 196 | + from pylab import * |
| 197 | + plot(t,x) |
| 198 | + plot(t,y) |
| 199 | + plot(t,z) |
| 200 | + show() |
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