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      "extra_author": "David Howey",
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of-life-from-solar-off-grid-system-field-data-using-machine-learning",
            
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  "notes": "Real-world operating data from battery systems in the 
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  "notes": "Real-world operating data from battery systems in the 
            
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field may be used to detect end-of-life failure before it happens, 
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field may be used to detect end-of-life failure before it happens, 
            
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improving maintenance, value, safety and customer experience and 
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improving maintenance, value, safety and customer experience and 
            
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giving insights into degradation and performance.",
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giving insights into degradation and performance.",
            
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      "display_name": "Solar Off-Grid Systems",
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  ],
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  "title": "Predicting battery end of life from solar off-grid system 
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  "title": "Predicting battery end of life from solar off-grid system 
            
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field data using machine learning",
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field data using machine learning",
            
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}
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}