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Aim-TTi SMU4201 - Li- Battery Characterization
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "d1585da3-e9f4-4d7f-b1e9-82163c5e5655", | |
"metadata": {}, | |
"source": [ | |
"# Aim-TTi SMU4201 - Li- Battery Characterization" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "4febfcf4-4fa1-4d4d-989e-3e44c62c0131", | |
"metadata": {}, | |
"source": [ | |
"Install and import dependencies:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "ae0c4c9c-c9de-4ba2-bcb7-759b1f31b923", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"!pip install --quiet pyvisa pyvisa-py Pillow matplotlib pandas\n", | |
"\n", | |
"import PIL\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import pyvisa\n", | |
"import time\n", | |
"from tqdm import tqdm\n", | |
"from IPython.display import clear_output\n", | |
"import pandas as pd" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "c11cc657-d88e-40fc-b314-28c6f9c4a434", | |
"metadata": {}, | |
"source": [ | |
"## Connect to the Aim-TTi SMU4201:" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "57d0a254-42f6-4115-b88e-ee079ae709cb", | |
"metadata": {}, | |
"source": [ | |
"Connect to the Aim-TTi SMU4201 via LAN / LXI:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"id": "08fcf713-abe6-4bff-a72a-bed9f03d5811", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"rm = pyvisa.ResourceManager()\n", | |
"smu_4201 = rm.open_resource(\"TCPIP::192.168.0.132::5025::SOCKET\", write_termination = '\\n',read_termination='\\r\\n')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "988ac8f6-f7e4-4b59-a53b-5c7a96bd8844", | |
"metadata": {}, | |
"source": [ | |
"Get device info:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"id": "88740913-e6a1-4b7a-ac6f-ea68a46b68ae", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'THURLBY THANDAR,SMU4201,575620,1.4.5-1.1-1.7-1.2-1.0'" | |
] | |
}, | |
"execution_count": 38, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"smu_4201.query(\"*IDN?\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "e446d6ad-b923-48c2-aa6e-d4f0d9e544d4", | |
"metadata": {}, | |
"source": [ | |
"## Li-Ion Battery Characterization" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "6ad6afdd-a115-4bcb-9d3c-808932f673f3", | |
"metadata": {}, | |
"source": [ | |
"Instrument setup:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"id": "d321dd42-4284-4075-ae5e-3c3ed233be19", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Reset to defaults\n", | |
"smu_4201.write(\"*CLS; *RST\")\n", | |
"time.sleep(1)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "48f60427-b35b-40c8-b54d-81c913606cbe", | |
"metadata": {}, | |
"source": [ | |
"Charge, discharge and utility functions:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"id": "740c9133-5a8b-4d2d-8792-dc17d7d0bccb", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Charge Li- batteries with a current_limit, target_voltage and cuttoff_current\n", | |
"def li_charge(target_voltage = 4.2, current_limit = 0.5, cutoff_current = 0.025):\n", | |
" data_time = [] \n", | |
" data_volt_meas = []\n", | |
" data_curr_meas = []\n", | |
"\n", | |
" # Configure Source Voltage (SV) mode\n", | |
" smu_4201.write(\"SYSTem:FUNCtion:MODE %s\" % \"SOURCEVOLTage\")\n", | |
" smu_4201.write(\"SOURce:VOLTage:FIXed:LEVel %s\" % (\"%0.6f V\" % target_voltage))\n", | |
" smu_4201.write(\"SOURce:VOLTage:CURRent:LIMit %s\" % (\"%0.6f A\" % current_limit))\n", | |
" smu_4201.write(\"SOURce:VOLTage:TERMinals %s\" % \"4WIRe\")\n", | |
"\n", | |
" # Output on\n", | |
" smu_4201.write(\"OUTPut:STATe %s\" % \"ON\")\n", | |
" start_time = time.time()\n", | |
" time.sleep(5)\n", | |
"\n", | |
" # Cutoff detection loop\n", | |
" while True:\n", | |
" curr_time = time.time()\n", | |
" charge_current = float(smu_4201.query(\"MEASure:SECondary:LIVEdata?\"))\n", | |
" charge_voltage = float(smu_4201.query(\"MEASure:PRIMary:LIVEdata?\"))\n", | |
"\n", | |
" data_time.append(curr_time)\n", | |
" data_volt_meas.append(charge_voltage)\n", | |
" data_curr_meas.append(charge_current)\n", | |
" \n", | |
" if charge_current < cutoff_current:\n", | |
" print(\"Charge complete at %0.6f A\" % charge_current);\n", | |
" break\n", | |
"\n", | |
" clear_output(wait=True)\n", | |
" print(\"Charging at %0.6f V and %0.6f A. Time: %0.1f sec\" % (charge_voltage, charge_current, time.time() - start_time))\n", | |
" time.sleep(1)\n", | |
" \n", | |
" # Output off\n", | |
" smu_4201.write(\"OUTPut:STATe %s\" % \"OFF\")\n", | |
"\n", | |
" return data_time, data_volt_meas, data_curr_meas\n", | |
"\n", | |
"# Discharge Li- batteries with a constant current and cutoff voltage\n", | |
"def li_discharge(current = 0.5, cutoff_voltage = 3.5):\n", | |
" data_time = [] \n", | |
" data_volt_meas = []\n", | |
" data_curr_meas = []\n", | |
"\n", | |
" # Configure Load Current (LC) mode\n", | |
" smu_4201.write(\"SYSTem:FUNCtion:MODE %s\" % \"LOADCURRent\")\n", | |
" smu_4201.write(\"SINK:CURRent:FIXed:LEVel %s\" % (\"%0.6f A\" % current))\n", | |
" # smu_4201.write(\"SINK:CURRent:DROPout:VOLTage %s\" % (\"%0.6f V\" % cutoff_voltage))\n", | |
" smu_4201.write(\"SINK:CURRent:TERMinals %s\" % \"4WIRe\")\n", | |
"\n", | |
" # Output on\n", | |
" smu_4201.write(\"OUTPut:STATe %s\" % \"ON\")\n", | |
" start_time = time.time()\n", | |
" time.sleep(2)\n", | |
"\n", | |
" # Cutoff detection loop\n", | |
" while True:\n", | |
" curr_time = time.time()\n", | |
" discharge_voltage = float(smu_4201.query(\"MEASure:SECondary:LIVEdata?\"))\n", | |
" discharge_current = float(smu_4201.query(\"MEASure:PRIMary:LIVEdata?\")) \n", | |
"\n", | |
" data_time.append(curr_time)\n", | |
" data_volt_meas.append(discharge_voltage)\n", | |
" data_curr_meas.append(discharge_current) \n", | |
" \n", | |
" if discharge_voltage < cutoff_voltage:\n", | |
" print(\"Discharge complete at %0.6f V\" % discharge_voltage);\n", | |
" break\n", | |
"\n", | |
" clear_output(wait=True)\n", | |
" print(\"Discharging at %0.6f V and %0.6f A. Time: %0.1f sec\" % (discharge_voltage, discharge_current, curr_time - start_time))\n", | |
" time.sleep(1)\n", | |
" \n", | |
" # Output off\n", | |
" smu_4201.write(\"OUTPut:STATe %s\" % \"OFF\")\n", | |
"\n", | |
" return data_time, data_volt_meas, data_curr_meas\n", | |
"\n", | |
"# Save data to a CSV file\n", | |
"def to_csv(file, time, voltage, current):\n", | |
" combined_array = np.column_stack((time, voltage, current))\n", | |
" combined_array = pd.DataFrame(combined_array)\n", | |
" combined_array.to_csv(file, index=False)\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "3168b32b-3cb9-434f-a25f-e27b61061340", | |
"metadata": {}, | |
"source": [ | |
"Charge:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 123, | |
"id": "4fd5666b-3a50-4e5c-842f-817072f4d32e", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Charge at 1A\n", | |
"charge_time, charge_voltage, charge_current = li_charge(4.2, 1.0, 0.05)\n", | |
"\n", | |
"# save charge data to a CSV file\n", | |
"to_csv(\"0xx-charge-1A-3.5V\", charge_time, charge_voltage, charge_current)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "de23ceab-d34c-448e-af3d-9252cd3b885c", | |
"metadata": {}, | |
"source": [ | |
"Discharge:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 64, | |
"id": "34414c06-7ec1-4eb2-bb55-3ec8636d278c", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Discharging at 3.000120 V and -1.000000 A. Time: 3231.8 sec\n", | |
"Discharge complete at 2.999500 V\n" | |
] | |
} | |
], | |
"source": [ | |
"# discharge at 1A, 500mA, 250mA\n", | |
"discharge_time, discharge_voltage, discharge_current = li_discharge(1.0, 3.0)\n", | |
"\n", | |
"# save discharge data to a CSV file\n", | |
"to_csv(\"0xx-discharge-1A-3V\", charge_time, charge_voltage, charge_current)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "ed022322-85a4-4277-bc4d-8e6b60cb0172", | |
"metadata": {}, | |
"source": [ | |
"## Charge and Discharge Curves " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "e6f96654-715d-4fa5-98e5-16b716e34384", | |
"metadata": {}, | |
"source": [ | |
"Charge curve:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"id": "371a792f-3f70-402c-91fb-cf62de4c2695", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x7ff4e712ee90>" | |
] | |
}, | |
"execution_count": 32, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1200x700 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"color1 = plt.cm.viridis(0)\n", | |
"color2 = plt.cm.viridis(0.5)\n", | |
"color3 = plt.cm.viridis(.9)\n", | |
"\n", | |
"fig, ax1 = plt.subplots(figsize=(12, 7))\n", | |
"ax2 = ax1.twinx()\n", | |
"\n", | |
"ax1.set_xlabel('Time (s)', color=color1)\n", | |
"ax1.set_ylabel('Charge voltage (V)', color=color1)\n", | |
"ax2.set_ylabel('Charge current (A)', color=color2)\n", | |
"\n", | |
"p1, = ax1.plot(charge_time, charge_voltage, marker='', color = color2, label=\"Charge voltage\")\n", | |
"p2, = ax2.plot(charge_time, charge_current, marker='', color = color1, label=\"Charge current\")\n", | |
"\n", | |
"ax1.legend(handles=[p1,p2], loc='best')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "3e0a3f35-bfcf-4704-845d-174361bba29b", | |
"metadata": {}, | |
"source": [ | |
"Discharge curve at various rates:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 121, | |
"id": "26f6158a-9bab-40d6-9fb4-222c9d43638d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1200x700 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"discharge_1000mA = pd.read_csv(\"data-li-charge-discharge/016-discharge-1A-3V\")\n", | |
"discharge_500mA = pd.read_csv(\"data-li-charge-discharge/015-discharge-500mA-3V\")\n", | |
"discharge_250mA = pd.read_csv(\"data-li-charge-discharge/014-discharge-250mA-3V\")\n", | |
"\n", | |
"discharge_1000mA_voltage = discharge_1000mA.iloc[:,1].values\n", | |
"discharge_500mA_voltage = discharge_500mA.iloc[:,1].values\n", | |
"discharge_250mA_voltage = discharge_250mA.iloc[:,1].values\n", | |
"\n", | |
"discharge_250mA_time = discharge_250mA.iloc[:,0].values\n", | |
"discharge_500mA_time = discharge_250mA_time[0:len(discharge_500mA_voltage)]\n", | |
"discharge_1000mA_time = discharge_250mA_time[0:len(discharge_1000mA_voltage)]\n", | |
"discharge_250mA_time -= discharge_250mA_time[0]\n", | |
"\n", | |
"fig, ax1 = plt.subplots(figsize=(12, 7))\n", | |
"color1 = plt.cm.viridis(0)\n", | |
"color2 = plt.cm.viridis(0.5)\n", | |
"color3 = plt.cm.viridis(.9)\n", | |
"\n", | |
"ax1.set_xlabel('Time (s)', color=color1)\n", | |
"ax1.set_ylabel('Discharge voltage (A)', color=color1)\n", | |
"\n", | |
"p1, = ax1.plot(discharge_1000mA_time, discharge_1000mA_voltage, marker='', color = color1, label=\"Discharge @ 1A\")\n", | |
"p2, = ax1.plot(discharge_500mA_time, discharge_500mA_voltage, marker='', color = color2, label=\"Discharge @ 500mA\")\n", | |
"p3, = ax1.plot(discharge_250mA_time, discharge_250mA_voltage, marker='', color = color3, label=\"Discharge @ 250mA\")\n", | |
"\n", | |
"legend = ax1.legend(handles=[p1, p2, p3], loc='best')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "b3406b03-0020-4c47-b6ec-cc7b79d8f270", | |
"metadata": {}, | |
"source": [ | |
"## Capacity Calculation" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 111, | |
"id": "10da17a0-d972-465f-bcb6-3a2b8ac59d0d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Capacity 1 A: 897.46 mAh\n", | |
"Capacity 500 mA: 963.16 mAh\n", | |
"Capacity 250 mA: 991.93 mAh\n", | |
"\n", | |
"Capacity 1 A: 3.04645 Wh\n", | |
"Capacity 500 mA: 3.44736 Wh\n", | |
"Capacity 250 mA: 3.66227 Wh\n" | |
] | |
} | |
], | |
"source": [ | |
"# Calculate capacity in mAh-s\n", | |
"def capacity_mAh(data):\n", | |
" time = 0\n", | |
" total_capacity = 0\n", | |
" last_time = -1\n", | |
" for entry in data.values:\n", | |
" # capacity = amps (mAh) * time (h)\n", | |
" time = entry[0] \n", | |
" current = entry[2]\n", | |
"\n", | |
" time_diff = time - last_time if last_time > 0 else -1\n", | |
" last_time = time\n", | |
" if time_diff == -1:\n", | |
" continue\n", | |
"\n", | |
" total_capacity += (-1.0 * current * 1000.0) * (time_diff / 60.0 / 60.0)\n", | |
"\n", | |
" return total_capacity\n", | |
"\n", | |
"# Calculate capacity in Wh-s\n", | |
"def capacity_Wh(data):\n", | |
" time = 0\n", | |
" total_capacity = 0\n", | |
" last_time = -1\n", | |
" for entry in data.values:\n", | |
" # capacity = power (W) * time (h), power (W) = amps (A) * voltage (V) \n", | |
" time = entry[0]\n", | |
" voltage = entry[1]\n", | |
" current = entry[2]\n", | |
" time_diff = time - last_time if last_time > 0 else -1\n", | |
" last_time = time\n", | |
" if time_diff == -1:\n", | |
" continue\n", | |
"\n", | |
" total_capacity += (-1.0 * voltage * current) * (time_diff / 60.0 / 60.0)\n", | |
"\n", | |
" return total_capacity\n", | |
"\n", | |
"print(\"Capacity 1 A: %.2f mAh\" % capacity_mAh(discharge_1000mA))\n", | |
"print(\"Capacity 500 mA: %.2f mAh\" % capacity_mAh(discharge_500mA))\n", | |
"print(\"Capacity 250 mA: %.2f mAh\" % capacity_mAh(discharge_250mA))\n", | |
"\n", | |
"print(\"\")\n", | |
"print(\"Capacity 1 A: %.5f Wh\" % capacity_Wh(discharge_1000mA))\n", | |
"print(\"Capacity 500 mA: %.5f Wh\" % capacity_Wh(discharge_500mA))\n", | |
"print(\"Capacity 250 mA: %.5f Wh\" % capacity_Wh(discharge_250mA))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "0bf5fd8b-b2be-4811-b597-4ab5da30fe75", | |
"metadata": {}, | |
"source": [ | |
"Close connection:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 113, | |
"id": "898f4340-94c9-442d-bc1e-d63369d0b75d", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"smu_4201.close()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.11.4" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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