Abstract: This maintenance assistance method detects a sign of abnormality of a power storage element on the basis of measurement data pertaining to the power storage element, which is sequentially stored in a storage device, determines at least any among a work period of a maintenance work corresponding to the detected sign of abnormality, the number of workers, and an article including a replacement or a tool required for the maintenance work, and notifies the workers of the maintenance work of execution of the maintenance work corresponding to the determined item.

Abstract: An abnormality detection device includes: a creation unit that creates learning data by statistically processing plural pieces of measurement data, which may include abnormal measurement data, of an energy storage device; a storage unit that stores a model learned to output a score corresponding to whether or not abnormal measurement data is included in the measurement data when the measurement data is input using the created learning data; and a detection unit that detects an abnormality or a sign of abnormality of the energy storage device based on the score output by inputting the plurality of pieces of measurement data to the model.

Abstract: This decision method: determines whether measurement data pertaining to a plurality of power storage elements included in a system is periodically stored in a storage device; when the measurement data is determined as stored, determines, on the basis of the acquired measurement data, whether each of the plurality of power storage elements reaches the end of life within a period corresponding to a standard use period at a prescribed temperature; and decides that a power storage element determined as reaching the end of life is required to be replaced.

Abstract: This maintenance assistance method detects a sign of abnormality of a power storage element on the basis of measurement data pertaining to the power storage element, which is sequentially stored in a storage device, determines at least any among a work period of a maintenance work corresponding to the detected sign of abnormality, the number of workers, and an article including a replacement or a tool required for the maintenance work, and notifies the workers of the maintenance work of execution of the maintenance work corresponding to the determined item.

Abstract: This decision method: determines whether measurement data pertaining to a plurality of power storage elements included in a system is periodically stored in a storage device; when the measurement data is determined as stored, determines, on the basis of the acquired measurement data, whether each of the plurality of power storage elements reaches the end of life within a period corresponding to a standard use period at a prescribed temperature; and decides that a power storage element determined as reaching the end of life is required to be replaced.

Abstract: Provided are a data processing apparatus, a data processing method and a computer program. The data processing apparatus processes measured data of a plurality of power storage devices, comprises: a storage unit that stores determination model using an autoencoder, which is trained to reproduce measured data when measured data is input, the input measured data being of each of the plurality of energy storage devices or of each group of energy storage devices, which is grouped from the plurality of the energy storage devices; and a processor. The processor determines the measured data of an odd energy storage device out of the measured data for each of the energy storage devices or for each group of energy storage devices based on an error between reproduced measured data, which is output when the measured data is input to the determination model, and the measured data.

Abstract: A data processing device that processes measurement data for power storage elements, said device comprising: a storage unit that stores a determination model trained so as to output a score corresponding to whether, upon the input of measurement data measured for each of the power storage elements or for each power storage element group formed by grouping a plurality of the power storage elements, measurement data from a non-conforming power storage element is included in said measurement data; and an identification unit that inputs acquired measurement data into the determination model, and identifies measurement data from a non-conforming power storage element on the basis of the outputted score.

Abstract: In a positive electrode current collector for a lead-acid battery including a coating of tin dioxide formed on the surface of a current collector substrate of titanium or a titanium alloy, the half width of a peak with the maximum intensity among peaks of tin dioxide in the x-ray diffraction pattern of the positive electrode current collector for a lead-acid battery is 1° or lower.

Abstract: In a positive electrode current collector for a lead-acid battery including a coating of tin dioxide formed on the surface of a current collector substrate of titanium or a titanium alloy, the half width of a peak with the maximum intensity among peaks of tin dioxide in the x-ray diffraction pattern of the positive electrode current collector for a lead-acid battery is 1° or lower.

Abstract: A lead-acid battery 10 of the invention includes a positive electrode plate 30 and an electrolyte solution and the positive electrode plate 30 has a positive substrate 33 bearing a tin dioxide layer on the surface thereof. In the lead-acid battery 10 of the invention, since the electrolyte solution has a specific gravity in a range of 1.250 to 1.500 at 20° C. in a fully charged state, the potential in the vicinity of a positive current collector 31 can be prevented from considerable temporary decrease at the time of high rate discharge and dissolution of the tin dioxide layer on the surface of the substrate 33 and deterioration of the positive electrode plate 30 can be prevented and therefore, the lead-acid battery 10 is provided with a long life.

Abstract: In a positive electrode current collector for a lead-acid battery including a coating of tin dioxide formed on the surface of a current collector substrate of titanium or a titanium alloy, the half width of a peak with the maximum intensity among peaks of tin dioxide in the x-ray diffraction pattern of the positive electrode current collector for a lead-acid battery is 1° or lower.