2025-03-09 04:22:15 -03:00
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from LoaderClass import GasSensorDataLoader
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from TrainerClass import eNoseTrainer
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import warnings
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warnings.filterwarnings("ignore")
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source_channels=["MQ 8", "MQ 9", "MQ 135", "TGS 813", "TGS 821", "TGS 2600", "TGS 2602", "TGS 2611-0", "TGS 2612", "TGS 2620"]
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2025-03-13 17:51:13 -03:00
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target_variables=['C2H2', 'CH4', 'C3H6', 'CO', 'C2H6', 'C3H8', 'C2H4', 'H2', 'O2']
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eNoseLoader = GasSensorDataLoader("enose_dataset", threshold=0.85, source_channels=source_channels, target_list=target_variables, debug=False)
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eNose = eNoseTrainer(eNoseLoader, test_size=0.5)
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eNoseLoader.target_list=['C2H2',]
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eNose.fit()
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eNoseLoader.target_list=['CH4',]
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eNose.fit()
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eNoseLoader.target_list=['C3H6',]
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eNose.fit()
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eNoseLoader.target_list=['CO',]
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eNose.fit()
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eNoseLoader.target_list=['C2H6',]
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eNose.fit()
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eNoseLoader.target_list=['C3H8',]
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eNose.fit()
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eNoseLoader.target_list=['C2H2', 'CH4', 'C3H6', 'CO', 'C2H6',]
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eNose.fit()
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eNose.wrap_and_save()
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# eNoseLoader.target_list=['CH4']
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# eNose.fit()
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#
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# eNoseLoader.target_list=['C3H6']
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# eNose.fit()
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#
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# eNoseLoader.target_list=['C2H6']
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# eNose.fit()
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#
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# eNoseLoader.target_list=['H2']
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# eNose.fit()
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#
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# eNoseLoader.target_list=['C2H2', 'CH4', 'C3H6', 'C2H6', 'H2']
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# eNose.fit()
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