{"id":95376,"date":"2026-08-26T10:48:48","date_gmt":"2026-08-26T02:48:48","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/95376.html"},"modified":"2026-08-26T10:48:48","modified_gmt":"2026-08-26T02:48:48","slug":"%e5%8e%8b%e7%94%b5%e6%89%a7%e8%a1%8c%e5%99%a8%e5%8a%a8%e6%80%81%e5%88%9a%e5%ba%a6%e6%80%8e%e4%b9%88%e6%b5%8b%ef%bc%9f%e9%a2%91%e7%8e%87%e3%80%81%e8%b4%9f%e8%bd%bd%e4%b8%8epython%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/95376.html","title":{"rendered":"\u538b\u7535\u6267\u884c\u5668\u52a8\u6001\u521a\u5ea6\u600e\u4e48\u6d4b\uff1f\u9891\u7387\u3001\u8d1f\u8f7d\u4e0ePython\u5206\u6790"},"content":{"rendered":"

\u6458\u8981<\/h3>\n

\u538b\u7535\u6267\u884c\u5668\u52a8\u6001\u521a\u5ea6\u662f\u7279\u5b9a\u9891\u7387\u3001\u8d1f\u8f7d\u3001\u4f4d\u79fb\u5e45\u503c\u548c\u8fb9\u754c\u6761\u4ef6\u4e0b，\u529b\u53d8\u5316\u4e0e\u4f4d\u79fb\u53d8\u5316\u7684\u9891\u57df\u6bd4\u503c\u3002\u5b83\u4e0d\u80fd\u7528\u4e00\u6761\u9759\u6001\u529b\u4f4d\u79fb\u66f2\u7ebf\u4ee3\u66ff，\u4e5f\u4e0d\u80fd\u628a\u9a71\u52a8\u5668\u7535\u6d41\u9650\u503c\u76f4\u63a5\u5f53\u6210\u6267\u884c\u5668\u521a\u5ea6\u3002<\/p>\n

\u5de5\u7a0b\u9a8c\u8bc1\u5e94\u56fa\u5b9a\u5b89\u88c5\u548c\u9884\u7d27\u6761\u4ef6，\u5728\u591a\u4e2a\u9891\u7387\u70b9\u65bd\u52a0\u5c0f\u5e45\u6b63\u5f26\u6270\u52a8，\u540c\u6b65\u91c7\u96c6\u5de5\u4f5c\u7aef\u529b\u548c\u4f4d\u79fb，\u8ba1\u7b97\u5e45\u503c\u6bd4\u4e0e\u76f8\u4f4d\u5dee，\u5e76\u5206\u522b\u62a5\u544a\u9759\u6001\u521a\u5ea6\u3001\u52a8\u6001\u521a\u5ea6\u548c\u95ed\u73af\u7b49\u6548\u521a\u5ea6\u3002\u672c\u6587\u4ee3\u7801\u4e3a\u53ef\u8fd0\u884c\u7684\u6559\u5b66\u5206\u6790\u793a\u4f8b，\u4e0d\u4ee3\u8868\u4efb\u4f55\u4ea7\u54c1\u5b9e\u6d4b\u6307\u6807\u3002<\/p>\n

1. \u9759\u6001\u521a\u5ea6\u3001\u52a8\u6001\u521a\u5ea6\u548c\u95ed\u73af\u7b49\u6548\u521a\u5ea6<\/h3>\n\n\u540d\u79f0\u5b9a\u4e49\u4e3b\u8981\u8fb9\u754c<\/tr>\n\n\n\n\n\n
\u9759\u6001\u521a\u5ea6<\/td>\n\u51c6\u9759\u6001\u529b\u53d8\u5316\u9664\u4ee5\u4f4d\u79fb\u53d8\u5316<\/td>\n\u52a0\u8f7d\u901f\u7387\u3001\u9884\u7d27\u3001\u6469\u64e6\u548c\u4f4d\u79fb\u8303\u56f4<\/td>\n<\/tr>\n
\u52a8\u6001\u521a\u5ea6<\/td>\n\u540c\u4e00\u9891\u7387\u4e0b\u529b\u548c\u4f4d\u79fb\u4ea4\u6d41\u5206\u91cf\u7684\u5e45\u503c\u6bd4<\/td>\n\u9891\u7387\u3001\u6fc0\u52b1\u5e45\u503c\u3001\u76f8\u4f4d\u3001\u8d1f\u8f7d\u548c\u5b89\u88c5<\/td>\n<\/tr>\n
\u95ed\u73af\u7b49\u6548\u521a\u5ea6<\/td>\n\u63a7\u5236\u5668\u53c2\u4e0e\u540e\u5de5\u4f5c\u7aef\u7684\u6270\u52a8\u54cd\u5e94\u7279\u6027<\/td>\n\u4f20\u611f\u5668\u4f4d\u7f6e\u3001\u63a7\u5236\u5e26\u5bbd\u3001\u5ef6\u8fdf\u548c\u9650\u5e45<\/td>\n<\/tr>\n
\u7ed3\u6784\u521a\u5ea6<\/td>\n\u5b89\u88c5\u4ef6\u3001\u67d4\u6027\u94f0\u94fe\u548c\u5939\u5177\u5bf9\u529b\u4f4d\u79fb\u7684\u8d21\u732e<\/td>\n\u8fb9\u754c\u7ea6\u675f\u3001\u63a5\u89e6\u3001\u504f\u8f7d\u548c\u88c5\u914d\u91cd\u590d\u6027<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

2. \u6d4b\u8bd5\u67b6\u6784\u4e0e\u4fe1\u53f7\u94fe<\/h3>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \u52a8\u6001\u521a\u5ea6\u6d4b\u8bd5\u540c\u65f6\u9700\u8981\u529b\u901a\u9053\u3001\u4f4d\u79fb\u901a\u9053\u548c\u540c\u6b65\u91c7\u6837\u3002<\/p>\n

3. \u9891\u7387\u626b\u63cf\u4e0e\u6570\u636e\u5904\u7406\u6d41\u7a0b<\/h3>\n
  • \u56fa\u5b9a\u6267\u884c\u5668\u3001\u67d4\u6027\u673a\u6784\u3001\u529b\u4f20\u611f\u5668\u3001\u4f4d\u79fb\u4f20\u611f\u5668\u548c\u9884\u7d27\u7ed3\u6784，\u8bb0\u5f55\u5b89\u88c5\u65b9\u5411\u548c\u63a5\u89e6\u72b6\u6001\u3002<\/li>\n
  • \u9009\u62e9\u5c0f\u5e45\u6b63\u5f26\u6fc0\u52b1，\u5148\u505a\u4f4e\u9891\u68c0\u67e5，\u786e\u8ba4\u529b\u548c\u4f4d\u79fb\u6ca1\u6709\u524a\u9876\u3001\u5931\u771f\u6216\u63a5\u89e6\u5206\u79bb\u3002<\/li>\n
  • \u6309\u5bf9\u6570\u6216\u7b49\u95f4\u9694\u9891\u70b9\u626b\u63cf，\u4fdd\u6301\u6bcf\u4e2a\u9891\u70b9\u7684\u8d1f\u8f7d\u3001\u6fc0\u52b1\u5e45\u503c\u548c\u7a33\u5b9a\u5468\u671f\u4e00\u81f4\u3002<\/li>\n
  • \u5bf9\u6bcf\u4e2a\u9891\u70b9\u622a\u53d6\u6574\u6570\u5468\u671f，\u5206\u522b\u8ba1\u7b97\u529b\u548c\u4f4d\u79fb\u7684\u4ea4\u6d41\u5e45\u503c，\u5e76\u8ba1\u7b97\u52a8\u6001\u521a\u5ea6\u5e45\u503c\u3002<\/li>\n
  • \u7528\u4e92\u76f8\u5173\u6216\u9501\u76f8\u65b9\u6cd5\u4f30\u8ba1\u529b\u4e0e\u4f4d\u79fb\u7684\u76f8\u4f4d\u5dee，\u8bb0\u5f55\u91c7\u6837\u7387\u3001\u6ee4\u6ce2\u5668\u548c\u7a97\u53e3\u3002<\/li>\n
  • \u91cd\u590d\u4e0d\u540c\u9884\u7d27\u3001\u8d1f\u8f7d\u6216\u4f4d\u79fb\u5e45\u503c，\u5224\u65ad\u52a8\u6001\u521a\u5ea6\u53d8\u5316\u6765\u81ea\u7ed3\u6784\u3001\u6750\u6599\u8fd8\u662f\u6d4b\u91cf\u94fe\u3002<\/li>\n
  • \u82e5\u6709\u95ed\u73af\u63a7\u5236，\u5206\u522b\u8bb0\u5f55\u5f00\u73af\u548c\u95ed\u73af\u6761\u4ef6，\u4e0d\u80fd\u628a\u63a7\u5236\u5668\u589e\u76ca\u9020\u6210\u7684\u7b49\u6548\u521a\u5ea6\u5199\u6210\u5668\u4ef6\u672c\u4f53\u521a\u5ea6\u3002<\/li>\n

    4. \u8f6f\u4ef6\u3001\u786c\u4ef6\u4e0e\u6d4b\u8bd5\u6761\u4ef6<\/h3>\n\n\u7c7b\u522b\u5e94\u8bb0\u5f55\u5185\u5bb9<\/tr>\n\n\n\n\n\n\n\n
    \u6267\u884c\u5668<\/td>\n\u578b\u53f7\u548c\u7248\u672c\u3001\u9a71\u52a8\u6ce2\u5f62\u3001\u9884\u7d27\u65b9\u5f0f\u3001\u8d1f\u8f7d\u3001\u5b89\u88c5\u8fb9\u754c\u548c\u5de5\u4f5c\u6e29\u5ea6<\/td>\n<\/tr>\n
    \u529b\u901a\u9053<\/td>\n\u529b\u4f20\u611f\u5668\u91cf\u7a0b\u3001\u7075\u654f\u5ea6\u3001\u6821\u51c6\u72b6\u6001\u3001\u5b89\u88c5\u521a\u5ea6\u548c\u91c7\u6837\u7387<\/td>\n<\/tr>\n
    \u4f4d\u79fb\u901a\u9053<\/td>\n\u4f20\u611f\u5668\u7c7b\u578b\u3001\u6d4b\u91cf\u57fa\u51c6\u3001\u5e26\u5bbd\u3001\u5206\u8fa8\u7387\u548c\u5de5\u4f5c\u7aef\u4f4d\u7f6e<\/td>\n<\/tr>\n
    \u6fc0\u52b1\u4e0e\u91c7\u96c6<\/td>\n\u9891\u7387\u8303\u56f4\u3001\u6fc0\u52b1\u5e45\u503c\u3001\u91c7\u6837\u7387\u3001\u540c\u6b65\u65f6\u949f\u3001\u6ee4\u6ce2\u548c\u7a97\u53e3\u957f\u5ea6<\/td>\n<\/tr>\n
    \u8f6f\u4ef6<\/td>\nWindows 11 64\u4f4d，Python 3.12.13，\u4ec5\u4f7f\u7528csv\u3001math\u548cstatistics\u6807\u51c6\u5e93<\/td>\n<\/tr>\n
    \u7edf\u8ba1\u53e3\u5f84<\/td>\n\u6bcf\u4e2a\u9891\u70b9\u5468\u671f\u6570\u3001\u5e45\u503c\u4f30\u8ba1\u65b9\u6cd5\u3001\u91cd\u590d\u6b21\u6570\u3001\u5747\u503c\u3001\u6807\u51c6\u5dee\u548c\u5f02\u5e38\u5254\u9664\u89c4\u5219<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    5. Python\u52a8\u6001\u521a\u5ea6\u5206\u6790\u4ee3\u7801<\/h3>\n

    CSV\u5217\u540d\u4e3a case_id\u3001frequency_hz\u3001force_amplitude_n \u548c displacement_amplitude_um\u3002\u4ee3\u7801\u8ba1\u7b97\u52a8\u6001\u521a\u5ea6，\u5355\u4f4d\u4e3a N\/um，\u5e76\u8f93\u51fa\u6bcf\u4e2a\u9891\u70b9\u7684\u7ed3\u679c\u3002\u8f93\u5165\u6570\u636e\u662f\u6559\u5b66\u6570\u636e\u3002<\/p>\n

    python dynamic_stiffness.py –self-test
    \npython dynamic_stiffness.py stiffness_data.csv<\/p>\n

    from<\/span> __future__ import<\/span> annotations<\/p>\n

    import<\/span> argparse
    \nimport<\/span> csv
    \nimport<\/span> json
    \nimport<\/span> math
    \nfrom<\/span> pathlib import<\/span> Path<\/p>\n

    FIELDS =<\/span> (<\/span>"frequency_hz"<\/span>,<\/span> "force_amplitude_n"<\/span>,<\/span> "displacement_amplitude_um"<\/span>)<\/span><\/p>\n

    def<\/span> number<\/span>(<\/span>value:<\/span> str<\/span>,<\/span> field:<\/span> str<\/span>,<\/span> line:<\/span> int<\/span>)<\/span> –<\/span>><\/span> float<\/span>:<\/span>
    \n try<\/span>:<\/span>
    \n result =<\/span> float<\/span>(<\/span>value)<\/span>
    \n except<\/span> (<\/span>TypeError,<\/span> ValueError)<\/span> as<\/span> exc:<\/span>
    \n raise<\/span> ValueError(<\/span>f"invalid <\/span>{<\/span>field}<\/span><\/span> at line <\/span>{<\/span>line}<\/span><\/span>"<\/span><\/span>)<\/span> from<\/span> exc
    \n if<\/span> not<\/span> math.<\/span>isfinite(<\/span>result)<\/span>:<\/span>
    \n raise<\/span> ValueError(<\/span>f"non-finite <\/span>{<\/span>field}<\/span><\/span> at line <\/span>{<\/span>line}<\/span><\/span>"<\/span><\/span>)<\/span>
    \n return<\/span> result<\/p>\n

    def<\/span> load<\/span>(<\/span>path:<\/span> Path)<\/span>:<\/span>
    \n with<\/span> path.<\/span>open<\/span>(<\/span>"r"<\/span>,<\/span> encoding=<\/span>"utf-8-sig"<\/span>,<\/span> newline=<\/span>""<\/span>)<\/span> as<\/span> handle:<\/span>
    \n reader =<\/span> csv.<\/span>DictReader(<\/span>handle)<\/span>
    \n required =<\/span> {<\/span>"case_id"<\/span>,<\/span> *<\/span>FIELDS}<\/span>
    \n missing =<\/span> required –<\/span> set<\/span>(<\/span>reader.<\/span>fieldnames or<\/span> [<\/span>]<\/span>)<\/span>
    \n if<\/span> missing:<\/span>
    \n raise<\/span> ValueError(<\/span>f"missing columns: <\/span>{<\/span>sorted<\/span>(<\/span>missing)<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>
    \n rows =<\/span> [<\/span>]<\/span>
    \n for<\/span> line,<\/span> raw in<\/span> enumerate<\/span>(<\/span>reader,<\/span> start=<\/span>2<\/span>)<\/span>:<\/span>
    \n row =<\/span> {<\/span>"case_id"<\/span>:<\/span> raw[<\/span>"case_id"<\/span>]<\/span>}<\/span>
    \n for<\/span> field in<\/span> FIELDS:<\/span>
    \n row[<\/span>field]<\/span> =<\/span> number(<\/span>raw[<\/span>field]<\/span>,<\/span> field,<\/span> line)<\/span>
    \n rows.<\/span>append(<\/span>row)<\/span>
    \n if<\/span> not<\/span> rows:<\/span>
    \n raise<\/span> ValueError(<\/span>"CSV contains no rows"<\/span>)<\/span>
    \n return<\/span> rows<\/p>\n

    def<\/span> analyze<\/span>(<\/span>row)<\/span>:<\/span>
    \n displacement =<\/span> row[<\/span>"displacement_amplitude_um"<\/span>]<\/span>
    \n if<\/span> displacement <=<\/span> 0<\/span>:<\/span>
    \n raise<\/span> ValueError(<\/span>"displacement_amplitude_um must be positive"<\/span>)<\/span>
    \n return<\/span> {<\/span>"case_id"<\/span>:<\/span> str<\/span>(<\/span>row[<\/span>"case_id"<\/span>]<\/span>)<\/span>,<\/span> "frequency_hz"<\/span>:<\/span> row[<\/span>"frequency_hz"<\/span>]<\/span>,<\/span> "dynamic_stiffness_n_per_um"<\/span>:<\/span> row[<\/span>"force_amplitude_n"<\/span>]<\/span> \/<\/span> displacement}<\/span><\/p>\n

    def<\/span> self_test<\/span>(<\/span>)<\/span>:<\/span>
    \n rows =<\/span> [<\/span>
    \n {<\/span>"case_id"<\/span>:<\/span> "F10"<\/span>,<\/span> "frequency_hz"<\/span>:<\/span> 10.0<\/span>,<\/span> "force_amplitude_n"<\/span>:<\/span> 0.50<\/span>,<\/span> "displacement_amplitude_um"<\/span>:<\/span> 0.10<\/span>}<\/span>,<\/span>
    \n {<\/span>"case_id"<\/span>:<\/span> "F100"<\/span>,<\/span> "frequency_hz"<\/span>:<\/span> 100.0<\/span>,<\/span> "force_amplitude_n"<\/span>:<\/span> 0.60<\/span>,<\/span> "displacement_amplitude_um"<\/span>:<\/span> 0.10<\/span>}<\/span>,<\/span>
    \n {<\/span>"case_id"<\/span>:<\/span> "F1000"<\/span>,<\/span> "frequency_hz"<\/span>:<\/span> 1000.0<\/span>,<\/span> "force_amplitude_n"<\/span>:<\/span> 0.80<\/span>,<\/span> "displacement_amplitude_um"<\/span>:<\/span> 0.10<\/span>}<\/span>,<\/span>
    \n ]<\/span>
    \n result =<\/span> [<\/span>analyze(<\/span>row)<\/span> for<\/span> row in<\/span> rows]<\/span>
    \n expected =<\/span> (<\/span>5.0<\/span>,<\/span> 6.0<\/span>,<\/span> 8.0<\/span>)<\/span>
    \n for<\/span> item,<\/span> target in<\/span> zip<\/span>(<\/span>result,<\/span> expected)<\/span>:<\/span>
    \n assert<\/span> abs<\/span>(<\/span>item[<\/span>"dynamic_stiffness_n_per_um"<\/span>]<\/span> –<\/span> target)<\/span> <<\/span> 1e-12<\/span>
    \n print<\/span>(<\/span>"SELF_TEST_OK"<\/span>)<\/span>
    \n print<\/span>(<\/span>json.<\/span>dumps(<\/span>result,<\/span> ensure_ascii=<\/span>False<\/span>,<\/span> indent=<\/span>2<\/span>)<\/span>)<\/span><\/p>\n

    def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
    \n parser =<\/span> argparse.<\/span>ArgumentParser(<\/span>description=<\/span>"Analyze piezo actuator dynamic stiffness"<\/span>)<\/span>
    \n parser.<\/span>add_argument(<\/span>"csv_path"<\/span>,<\/span> nargs=<\/span>"?"<\/span>,<\/span> type<\/span>=<\/span>Path)<\/span>
    \n parser.<\/span>add_argument(<\/span>"–self-test"<\/span>,<\/span> action=<\/span>"store_true"<\/span>)<\/span>
    \n args =<\/span> parser.<\/span>parse_args(<\/span>)<\/span>
    \n if<\/span> args.<\/span>self_test:<\/span>
    \n self_test(<\/span>)<\/span>
    \n elif<\/span> args.<\/span>csv_path is<\/span> None<\/span>:<\/span>
    \n parser.<\/span>error(<\/span>"csv_path is required"<\/span>)<\/span>
    \n else<\/span>:<\/span>
    \n print<\/span>(<\/span>json.<\/span>dumps(<\/span>[<\/span>analyze(<\/span>row)<\/span> for<\/span> row in<\/span> load(<\/span>args.<\/span>csv_path)<\/span>]<\/span>,<\/span> ensure_ascii=<\/span>False<\/span>,<\/span> indent=<\/span>2<\/span>)<\/span>)<\/span><\/p>\n

    if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
    \n main(<\/span>)<\/span><\/p>\n

    \u4ee3\u7801\u53ea\u8ba1\u7b97\u529b\u5e45\u503c\u9664\u4ee5\u4f4d\u79fb\u5e45\u503c，\u4e0d\u8ba1\u7b97\u76f8\u4f4d\u3001\u4e0d\u505a\u4f20\u611f\u5668\u6821\u51c6，\u4e5f\u4e0d\u66ff\u4ee3\u6709\u9650\u5143\u5206\u6790\u6216\u4ea7\u54c1\u89c4\u683c\u9a8c\u8bc1\u3002<\/p>\n

    6. \u6559\u5b66\u7ed3\u679c\u4e0e\u66f2\u7ebf\u89e3\u91ca<\/h3>\n

    \u81ea\u68c0\u8f93\u5165\u572810 Hz\u3001100 Hz\u548c1000 Hz\u5206\u522b\u7ed9\u51fa0.50 N\u30010.60 N\u548c0.80 N\u7684\u529b\u5e45\u503c，\u4f4d\u79fb\u5e45\u503c\u5747\u4e3a0.10 um，\u5f97\u52305.0\u30016.0\u548c8.0 N\/um\u3002\u5b83\u53ea\u7528\u4e8e\u9a8c\u8bc1\u4ee3\u7801\u8ba1\u7b97\u94fe\u8def，\u4e0d\u4ee3\u8868\u4efb\u4f55\u4ea7\u54c1\u7684\u52a8\u6001\u521a\u5ea6\u3002<\/p>\n\n\u9891\u7387\u529b\u5e45\u503c\u4f4d\u79fb\u5e45\u503c\u52a8\u6001\u521a\u5ea6\u6570\u636e\u5c5e\u6027<\/tr>\n\n\n\n\n
    10 Hz<\/td>\n0.50 N<\/td>\n0.10 um<\/td>\n5.0 N\/um<\/td>\n\u6559\u5b66\u8f93\u5165<\/td>\n<\/tr>\n
    100 Hz<\/td>\n0.60 N<\/td>\n0.10 um<\/td>\n6.0 N\/um<\/td>\n\u6559\u5b66\u8f93\u5165<\/td>\n<\/tr>\n
    1000 Hz<\/td>\n0.80 N<\/td>\n0.10 um<\/td>\n8.0 N\/um<\/td>\n\u6559\u5b66\u8f93\u5165<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \u52a8\u6001\u521a\u5ea6\u66f2\u7ebf\u5fc5\u987b\u6807\u6ce8\u9891\u7387\u3001\u6fc0\u52b1\u5e45\u503c\u3001\u8d1f\u8f7d\u548c\u6570\u636e\u5c5e\u6027\u3002<\/p>\n

    7. \u5e38\u89c1\u5931\u6548\u539f\u56e0<\/h3>\n
      \n
    • **\u628a\u9759\u6001\u521a\u5ea6\u5f53\u52a8\u6001\u521a\u5ea6：**\u9891\u7387\u5347\u9ad8\u540e，\u6750\u6599\u3001\u7ed3\u6784\u548c\u6d4b\u91cf\u94fe\u7684\u76f8\u4f4d\u90fd\u4f1a\u53d8\u5316\u3002<\/li>\n
    • **\u529b\u548c\u4f4d\u79fb\u4e0d\u5728\u540c\u4e00\u5de5\u4f5c\u7aef：**\u5939\u5177\u53d8\u5f62\u6216\u63a5\u89e6\u95f4\u9699\u4f1a\u628a\u7ed3\u6784\u8bef\u5dee\u6df7\u5165\u7ed3\u679c\u3002<\/li>\n
    • **\u4f20\u611f\u5668\u5e26\u5bbd\u4e0d\u8db3：**\u529b\u901a\u9053\u6216\u4f4d\u79fb\u901a\u9053\u7684\u5e26\u5bbd\u4e0d\u8db3，\u4f1a\u9020\u6210\u5e45\u503c\u8870\u51cf\u548c\u76f8\u4f4d\u504f\u5dee\u3002<\/li>\n
    • **\u6fc0\u52b1\u5e45\u503c\u8fc7\u5927：**\u8fdf\u6ede\u3001\u975e\u7ebf\u6027\u6216\u78b0\u649e\u4f1a\u7834\u574f\u5c0f\u4fe1\u53f7\u52a8\u6001\u521a\u5ea6\u5047\u8bbe\u3002<\/li>\n
    • **\u91c7\u6837\u7387\u548c\u540c\u6b65\u4e0d\u5f53：**\u4e0d\u540c\u6b65\u91c7\u6837\u4f1a\u4f7f\u529b\u4f4d\u79fb\u76f8\u4f4d\u4f30\u8ba1\u5931\u771f\u3002<\/li>\n
    • **\u95ed\u73af\u63a7\u5236\u672a\u5355\u72ec\u8bb0\u5f55：**\u63a7\u5236\u5668\u589e\u76ca\u548c\u5ef6\u8fdf\u4f1a\u6539\u53d8\u5de5\u4f5c\u7aef\u7b49\u6548\u521a\u5ea6，\u4e0d\u80fd\u5f52\u56e0\u4e8e\u9676\u74f7\u672c\u4f53\u3002<\/li>\n<\/ul>\n

      8. \u5e38\u89c1\u95ee\u9898<\/h3>\n

      8.1 \u52a8\u6001\u521a\u5ea6\u548c\u8c10\u632f\u9891\u7387\u662f\u4ec0\u4e48\u5173\u7cfb<\/h4>\n

      \u4e24\u8005\u76f8\u5173\u4f46\u4e0d\u662f\u540c\u4e00\u4e2a\u6307\u6807\u3002\u8c10\u632f\u9644\u8fd1\u5e45\u503c\u548c\u76f8\u4f4d\u53d8\u5316\u660e\u663e，\u52a8\u6001\u521a\u5ea6\u53ef\u80fd\u5feb\u901f\u53d8\u5316，\u5fc5\u987b\u7ed3\u5408\u9891\u54cd\u66f2\u7ebf\u5224\u65ad\u3002<\/p>\n

      8.2 \u52a8\u6001\u521a\u5ea6\u53ef\u4ee5\u7528\u963b\u585e\u529b\u8ba1\u7b97\u5417<\/h4>\n

      \u4e0d\u80fd\u76f4\u63a5\u66ff\u4ee3\u3002\u963b\u585e\u529b\u662f\u7279\u5b9a\u8fb9\u754c\u4e0b\u7684\u9759\u6001\u6216\u51c6\u9759\u6001\u6307\u6807，\u52a8\u6001\u521a\u5ea6\u9700\u8981\u9891\u57df\u529b\u4f4d\u79fb\u6bd4\u3002 \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      8.3 \u4e3a\u4ec0\u4e48\u8981\u63a7\u5236\u4f4d\u79fb\u5e45\u503c<\/h4>\n

      \u5c0f\u5e45\u6fc0\u52b1\u66f4\u63a5\u8fd1\u7ebf\u6027\u5316\u6761\u4ef6\u3002\u5e45\u503c\u53d8\u5316\u540e，\u8fdf\u6ede\u3001\u9884\u7d27\u548c\u63a5\u89e6\u975e\u7ebf\u6027\u53ef\u80fd\u4f7f\u7ed3\u679c\u53d1\u751f\u53d8\u5316\u3002<\/p>\n

      8.4 \u95ed\u73af\u538b\u7535\u5e73\u53f0\u7684\u52a8\u6001\u521a\u5ea6\u600e\u4e48\u5b9a\u4e49<\/h4>\n

      \u5e94\u660e\u786e\u6270\u52a8\u8f93\u5165\u3001\u63a7\u5236\u5668\u72b6\u6001\u3001\u4f20\u611f\u5668\u57fa\u51c6\u548c\u5de5\u4f5c\u7aef\u8f93\u51fa\u3002\u95ed\u73af\u7ed3\u679c\u662f\u7cfb\u7edf\u7b49\u6548\u7279\u6027，\u4e0d\u7b49\u540c\u4e8e\u6267\u884c\u5668\u672c\u4f53\u521a\u5ea6\u3002<\/p>\n

      8.5 \u52a8\u6001\u521a\u5ea6\u5355\u4f4d\u4e3a\u4ec0\u4e48\u662fN\/um<\/h4>\n

      \u56e0\u4e3a\u529b\u5e45\u503c\u7528N\u3001\u4f4d\u79fb\u5e45\u503c\u7528um\u3002\u6362\u7b97\u5230N\/m\u65f6\u8981\u660e\u786e\u5355\u4f4d\u8f6c\u6362，\u4e0d\u80fd\u6df7\u7528\u3002 \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      8.6 \u9891\u7387\u626b\u63cf\u4e00\u5b9a\u8981\u4f7f\u7528\u6b63\u5f26\u4fe1\u53f7\u5417<\/h4>\n

      \u4e0d\u4e00\u5b9a，\u4e5f\u53ef\u7528\u968f\u673a\u6216\u591a\u6b63\u5f26\u6fc0\u52b1，\u4f46\u6570\u636e\u5904\u7406\u9700\u8bf4\u660e\u6fc0\u52b1\u8c31\u3001\u7a97\u51fd\u6570\u3001\u9891\u7387\u5206\u8fa8\u7387\u548c\u76f8\u5e72\u6027\u3002<\/p>\n

      8.7 \u4f20\u611f\u5668\u566a\u58f0\u4f1a\u600e\u6837\u5f71\u54cd\u7ed3\u679c<\/h4>\n

      \u5f53\u4f4d\u79fb\u5e45\u503c\u63a5\u8fd1\u566a\u58f0\u5e95\u65f6，\u521a\u5ea6\u6bd4\u503c\u4f1a\u88ab\u653e\u5927\u3002\u5e94\u5148\u505a\u9759\u6b62\u566a\u58f0\u548c\u7a7a\u8f7d\u57fa\u7ebf\u6d4b\u8bd5\u3002<\/p>\n

      8.8 \u6559\u5b66\u66f2\u7ebf\u80fd\u5426\u4f5c\u4e3a\u9009\u578b\u4f9d\u636e<\/h4>\n

      \u4e0d\u80fd\u3002\u9009\u578b\u9700\u8981\u5177\u4f53\u578b\u53f7\u3001\u8d1f\u8f7d\u3001\u9884\u7d27\u3001\u6e29\u5ea6\u3001\u9891\u7387\u8303\u56f4\u548c\u5b9e\u6d4b\u6216\u89c4\u683c\u4e66\u6570\u636e\u3002<\/p>\n

      9. \u7ed3\u8bba<\/h3>\n

      \u538b\u7535\u6267\u884c\u5668\u52a8\u6001\u521a\u5ea6\u6d4b\u8bd5\u7684\u5173\u952e，\u662f\u5728\u660e\u786e\u7684\u9891\u7387\u3001\u8d1f\u8f7d\u3001\u9884\u7d27\u3001\u6fc0\u52b1\u5e45\u503c\u548c\u5de5\u4f5c\u7aef\u6d4b\u91cf\u57fa\u51c6\u4e0b，\u540c\u6b65\u83b7\u53d6\u529b\u548c\u4f4d\u79fb\u3002\u5148\u9a8c\u8bc1\u4f20\u611f\u5668\u5e26\u5bbd\u4e0e\u540c\u6b65，\u518d\u8ba1\u7b97\u5e45\u503c\u6bd4\u548c\u76f8\u4f4d，\u6700\u540e\u533a\u5206\u5668\u4ef6\u672c\u4f53\u3001\u5b89\u88c5\u7ed3\u6784\u4e0e\u95ed\u73af\u63a7\u5236\u7684\u8d21\u732e\u3002 \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \u672c\u6587\u4ee3\u7801\u3001\u8868\u683c\u548c\u66f2\u7ebf\u5747\u4e3a\u53ef\u590d\u73b0\u6559\u5b66\u793a\u4f8b，\u4e0d\u4ee3\u8868\u9e3f\u82af\u5fae\u63a7\u6216\u5176\u4ed6\u5177\u4f53\u4ea7\u54c1\u7684\u5b9e\u6d4b\u6027\u80fd\u3002\u6b63\u5f0f\u53d1\u5e03\u52a8\u6001\u521a\u5ea6\u6570\u636e\u524d，\u5fc5\u987b\u8865\u5145\u4eea\u5668\u3001\u91c7\u6837\u7387\u3001\u6837\u672c\u6570\u3001\u73af\u5883\u3001\u6821\u51c6\u548c\u539f\u59cb\u8bb0\u5f55\u3002<\/p>\n

      \u53c2\u8003\u8d44\u6599<\/h3>\n
    • IEEE，ANSI\/IEEE Std 176-1987，IEEE Standard on Piezoelectricity\u3002IEEE\u5b98\u65b9\u6765\u6e90<\/li>\n
    • ISO，ISO 5725-1:1994，Accuracy of measurement methods and results – Part 1\u3002ISO\u6807\u51c6\u9875\u9762<\/li>\n
    • JCGM，JCGM 100:2008，Evaluation of measurement data – Guide to the expression of measurement uncertainty\u3002BIPM\u5b98\u65b9\u9875\u9762<\/li>\n
    • ISO，ISO 230-2:2014，Test code for machine tools – Part 2\u3002ISO\u6807\u51c6\u7ec4\u7ec7\u9875\u9762<\/li>\n
    • Python Software Foundation，csv\u6a21\u5757\u6587\u6863，Python 3.12\u3002Python\u5b98\u65b9\u6587\u6863<\/li>\n
    • Python Software Foundation，math\u6a21\u5757\u6587\u6863，Python 3.12\u3002Python\u5b98\u65b9\u6587\u6863<\/li>\n","protected":false},"excerpt":{"rendered":"

      \u6458\u8981
      \n\u538b\u7535\u6267\u884c\u5668\u52a8\u6001\u521a\u5ea6\u662f\u7279\u5b9a\u9891\u7387\u3001\u8d1f\u8f7d\u3001\u4f4d\u79fb\u5e45\u503c\u548c\u8fb9\u754c\u6761\u4ef6\u4e0b，\u529b\u53d8\u5316\u4e0e\u4f4d\u79fb\u53d8\u5316\u7684\u9891\u57df\u6bd4\u503c\u3002\u5b83\u4e0d\u80fd\u7528\u4e00\u6761\u9759\u6001\u529b\u4f4d\u79fb\u66f2\u7ebf\u4ee3\u66ff，\u4e5f\u4e0d\u80fd\u628a\u9a71\u52a8\u5668\u7535\u6d41\u9650\u503c\u76f4\u63a5\u5f53\u6210\u6267\u884c\u5668\u521a\u5ea6\u3002
      \n\u5de5\u7a0b\u9a8c\u8bc1\u5e94\u56fa\u5b9a\u5b89\u88c5\u548c\u9884\u7d27\u6761\u4ef6，\u5728\u591a\u4e2a\u9891\u7387\u70b9\u65bd\u52a0\u5c0f\u5e45\u6b63\u5f26\u6270\u52a8，\u540c\u6b65\u91c7\u96c6\u5de5\u4f5c\u7aef\u529b\u548c\u4f4d\u79fb，\u8ba1\u7b97\u5e45\u503c\u6bd4\u4e0e\u76f8\u4f4d\u5dee，\u5e76\u5206\u522b\u62a5\u544a\u9759\u6001\u521a\u5ea6\u3001\u52a8\u6001\u521a\u5ea6\u548c\u95ed\u73af\u7b49\u6548\u521a\u5ea6\u3002\u672c\u6587\u4ee3\u7801\u4e3a\u53ef\u8fd0\u884c\u7684\u6559\u5b66\u5206\u6790\u793a\u4f8b，\u4e0d\u4ee3\u8868\u4efb\u4f55\u4ea7\u54c1\u5b9e\u6d4b\u6307\u6807\u3002
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