{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,29]],"date-time":"2026-05-29T18:51:09Z","timestamp":1780080669951,"version":"3.54.0"},"reference-count":46,"publisher":"Wiley","license":[{"start":{"date-parts":[[2020,8,25]],"date-time":"2020-08-25T00:00:00Z","timestamp":1598313600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["18BTJ031"],"award-info":[{"award-number":["18BTJ031"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["1608209"],"award-info":[{"award-number":["1608209"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2017J01090"],"award-info":[{"award-number":["2017J01090"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2019J01080"],"award-info":[{"award-number":["2019J01080"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2018Z008"],"award-info":[{"award-number":["2018Z008"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["18YJG28"],"award-info":[{"award-number":["18YJG28"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["18014083027"],"award-info":[{"award-number":["18014083027"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["DMS-0907710"],"award-info":[{"award-number":["DMS-0907710"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2018ZDXM-GY-036"],"award-info":[{"award-number":["2018ZDXM-GY-036"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2019H0017"],"award-info":[{"award-number":["2019H0017"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["IPBED7"],"award-info":[{"award-number":["IPBED7"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["18BTJ031"],"award-info":[{"award-number":["18BTJ031"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["1608209"],"award-info":[{"award-number":["1608209"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2017J01090"],"award-info":[{"award-number":["2017J01090"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2019J01080"],"award-info":[{"award-number":["2019J01080"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2018Z008"],"award-info":[{"award-number":["2018Z008"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["18YJG28"],"award-info":[{"award-number":["18YJG28"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["18014083027"],"award-info":[{"award-number":["18014083027"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["DMS-0907710"],"award-info":[{"award-number":["DMS-0907710"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2018ZDXM-GY-036"],"award-info":[{"award-number":["2018ZDXM-GY-036"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2019H0017"],"award-info":[{"award-number":["2019H0017"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["IPBED7"],"award-info":[{"award-number":["IPBED7"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["18BTJ031"],"award-info":[{"award-number":["18BTJ031"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["1608209"],"award-info":[{"award-number":["1608209"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["2017J01090"],"award-info":[{"award-number":["2017J01090"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["2019J01080"],"award-info":[{"award-number":["2019J01080"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["2018Z008"],"award-info":[{"award-number":["2018Z008"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["18YJG28"],"award-info":[{"award-number":["18YJG28"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["18014083027"],"award-info":[{"award-number":["18014083027"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["DMS-0907710"],"award-info":[{"award-number":["DMS-0907710"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["2018ZDXM-GY-036"],"award-info":[{"award-number":["2018ZDXM-GY-036"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["2019H0017"],"award-info":[{"award-number":["2019H0017"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["IPBED7"],"award-info":[{"award-number":["IPBED7"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["18BTJ031"],"award-info":[{"award-number":["18BTJ031"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["1608209"],"award-info":[{"award-number":["1608209"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["2017J01090"],"award-info":[{"award-number":["2017J01090"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["2019J01080"],"award-info":[{"award-number":["2019J01080"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["2018Z008"],"award-info":[{"award-number":["2018Z008"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["18YJG28"],"award-info":[{"award-number":["18YJG28"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["18014083027"],"award-info":[{"award-number":["18014083027"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["DMS-0907710"],"award-info":[{"award-number":["DMS-0907710"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["2018ZDXM-GY-036"],"award-info":[{"award-number":["2018ZDXM-GY-036"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["2019H0017"],"award-info":[{"award-number":["2019H0017"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["IPBED7"],"award-info":[{"award-number":["IPBED7"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Project of Quanzhou City Science and Technology Program of China","award":["18BTJ031"],"award-info":[{"award-number":["18BTJ031"]}]},{"name":"Project of Quanzhou City Science and Technology Program of China","award":["1608209"],"award-info":[{"award-number":["1608209"]}]},{"name":"Project of Quanzhou City Science and Technology Program of China","award":["2017J01090"],"award-info":[{"award-number":["2017J01090"]}]},{"name":"Project of Quanzhou City Science and Technology Program of China","award":["2019J01080"],"award-info":[{"award-number":["2019J01080"]}]},{"name":"Project of Quanzhou City Science and Technology Program of China","award":["2018Z008"],"award-info":[{"award-number":["2018Z008"]}]},{"name":"Project of Quanzhou City Science and Technology Program of China","award":["18YJG28"],"award-info":[{"award-number":["18YJG28"]}]},{"name":"Project of Quanzhou City Science and Technology Program of China","award":["18014083027"],"award-info":[{"award-number":["18014083027"]}]},{"name":"Project of Quanzhou City Science and Technology Program of China","award":["DMS-0907710"],"award-info":[{"award-number":["DMS-0907710"]}]},{"name":"Project of Quanzhou City Science and Technology Program of China","award":["2018ZDXM-GY-036"],"award-info":[{"award-number":["2018ZDXM-GY-036"]}]},{"name":"Project of Quanzhou City Science and Technology Program of China","award":["2019H0017"],"award-info":[{"award-number":["2019H0017"]}]},{"name":"Project of Quanzhou City Science and Technology Program of China","award":["IPBED7"],"award-info":[{"award-number":["IPBED7"]}]},{"name":"2018 Huaqiao University Research and Establishment of Postgraduate Education and Teaching Reform Project","award":["18BTJ031"],"award-info":[{"award-number":["18BTJ031"]}]},{"name":"2018 Huaqiao University Research and Establishment of Postgraduate Education and Teaching Reform Project","award":["1608209"],"award-info":[{"award-number":["1608209"]}]},{"name":"2018 Huaqiao University Research and Establishment of Postgraduate Education and Teaching Reform Project","award":["2017J01090"],"award-info":[{"award-number":["2017J01090"]}]},{"name":"2018 Huaqiao University Research and Establishment of Postgraduate Education and Teaching Reform Project","award":["2019J01080"],"award-info":[{"award-number":["2019J01080"]}]},{"name":"2018 Huaqiao University Research and Establishment of Postgraduate Education and Teaching Reform Project","award":["2018Z008"],"award-info":[{"award-number":["2018Z008"]}]},{"name":"2018 Huaqiao University Research and Establishment of Postgraduate Education and Teaching Reform Project","award":["18YJG28"],"award-info":[{"award-number":["18YJG28"]}]},{"name":"2018 Huaqiao University Research and Establishment of Postgraduate Education and Teaching Reform Project","award":["18014083027"],"award-info":[{"award-number":["18014083027"]}]},{"name":"2018 Huaqiao University Research and Establishment of Postgraduate Education and Teaching Reform Project","award":["DMS-0907710"],"award-info":[{"award-number":["DMS-0907710"]}]},{"name":"2018 Huaqiao University Research and Establishment of Postgraduate Education and Teaching Reform Project","award":["2018ZDXM-GY-036"],"award-info":[{"award-number":["2018ZDXM-GY-036"]}]},{"name":"2018 Huaqiao University Research and Establishment of Postgraduate Education and Teaching Reform Project","award":["2019H0017"],"award-info":[{"award-number":["2019H0017"]}]},{"name":"2018 Huaqiao University Research and Establishment of Postgraduate Education and Teaching Reform Project","award":["IPBED7"],"award-info":[{"award-number":["IPBED7"]}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["18BTJ031"],"award-info":[{"award-number":["18BTJ031"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["1608209"],"award-info":[{"award-number":["1608209"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["2017J01090"],"award-info":[{"award-number":["2017J01090"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["2019J01080"],"award-info":[{"award-number":["2019J01080"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["2018Z008"],"award-info":[{"award-number":["2018Z008"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["18YJG28"],"award-info":[{"award-number":["18YJG28"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["18014083027"],"award-info":[{"award-number":["18014083027"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["DMS-0907710"],"award-info":[{"award-number":["DMS-0907710"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["2018ZDXM-GY-036"],"award-info":[{"award-number":["2018ZDXM-GY-036"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["2019H0017"],"award-info":[{"award-number":["2019H0017"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["IPBED7"],"award-info":[{"award-number":["IPBED7"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["18BTJ031"],"award-info":[{"award-number":["18BTJ031"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["1608209"],"award-info":[{"award-number":["1608209"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["2017J01090"],"award-info":[{"award-number":["2017J01090"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["2019J01080"],"award-info":[{"award-number":["2019J01080"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["2018Z008"],"award-info":[{"award-number":["2018Z008"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["18YJG28"],"award-info":[{"award-number":["18YJG28"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["18014083027"],"award-info":[{"award-number":["18014083027"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["DMS-0907710"],"award-info":[{"award-number":["DMS-0907710"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["2018ZDXM-GY-036"],"award-info":[{"award-number":["2018ZDXM-GY-036"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["2019H0017"],"award-info":[{"award-number":["2019H0017"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["IPBED7"],"award-info":[{"award-number":["IPBED7"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Key Research and Development Program of Shaanxi Province","award":["18BTJ031"],"award-info":[{"award-number":["18BTJ031"]}]},{"name":"Key Research and Development Program of Shaanxi Province","award":["1608209"],"award-info":[{"award-number":["1608209"]}]},{"name":"Key Research and Development Program of Shaanxi Province","award":["2017J01090"],"award-info":[{"award-number":["2017J01090"]}]},{"name":"Key Research and Development Program of Shaanxi Province","award":["2019J01080"],"award-info":[{"award-number":["2019J01080"]}]},{"name":"Key Research and Development Program of Shaanxi Province","award":["2018Z008"],"award-info":[{"award-number":["2018Z008"]}]},{"name":"Key Research and Development Program of Shaanxi Province","award":["18YJG28"],"award-info":[{"award-number":["18YJG28"]}]},{"name":"Key Research and Development Program of Shaanxi Province","award":["18014083027"],"award-info":[{"award-number":["18014083027"]}]},{"name":"Key Research and Development Program of Shaanxi Province","award":["DMS-0907710"],"award-info":[{"award-number":["DMS-0907710"]}]},{"name":"Key Research and Development Program of Shaanxi Province","award":["2018ZDXM-GY-036"],"award-info":[{"award-number":["2018ZDXM-GY-036"]}]},{"name":"Key Research and Development Program of Shaanxi Province","award":["2019H0017"],"award-info":[{"award-number":["2019H0017"]}]},{"name":"Key Research and Development Program of Shaanxi Province","award":["IPBED7"],"award-info":[{"award-number":["IPBED7"]}]},{"name":"Fujian Province Science and Technology Plan","award":["18BTJ031"],"award-info":[{"award-number":["18BTJ031"]}]},{"name":"Fujian Province Science and Technology Plan","award":["1608209"],"award-info":[{"award-number":["1608209"]}]},{"name":"Fujian Province Science and Technology Plan","award":["2017J01090"],"award-info":[{"award-number":["2017J01090"]}]},{"name":"Fujian Province Science and Technology Plan","award":["2019J01080"],"award-info":[{"award-number":["2019J01080"]}]},{"name":"Fujian Province Science and Technology Plan","award":["2018Z008"],"award-info":[{"award-number":["2018Z008"]}]},{"name":"Fujian Province Science and Technology Plan","award":["18YJG28"],"award-info":[{"award-number":["18YJG28"]}]},{"name":"Fujian Province Science and Technology Plan","award":["18014083027"],"award-info":[{"award-number":["18014083027"]}]},{"name":"Fujian Province Science and Technology Plan","award":["DMS-0907710"],"award-info":[{"award-number":["DMS-0907710"]}]},{"name":"Fujian Province Science and Technology Plan","award":["2018ZDXM-GY-036"],"award-info":[{"award-number":["2018ZDXM-GY-036"]}]},{"name":"Fujian Province Science and Technology Plan","award":["2019H0017"],"award-info":[{"award-number":["2019H0017"]}]},{"name":"Fujian Province Science and Technology Plan","award":["IPBED7"],"award-info":[{"award-number":["IPBED7"]}]},{"name":"Shaanxi Key Laboratory of Intelligent Processing for Big Energy Data","award":["18BTJ031"],"award-info":[{"award-number":["18BTJ031"]}]},{"name":"Shaanxi Key Laboratory of Intelligent Processing for Big Energy Data","award":["1608209"],"award-info":[{"award-number":["1608209"]}]},{"name":"Shaanxi Key Laboratory of Intelligent Processing for Big Energy Data","award":["2017J01090"],"award-info":[{"award-number":["2017J01090"]}]},{"name":"Shaanxi Key Laboratory of Intelligent Processing for Big Energy Data","award":["2019J01080"],"award-info":[{"award-number":["2019J01080"]}]},{"name":"Shaanxi Key Laboratory of Intelligent Processing for Big Energy Data","award":["2018Z008"],"award-info":[{"award-number":["2018Z008"]}]},{"name":"Shaanxi Key Laboratory of Intelligent Processing for Big Energy Data","award":["18YJG28"],"award-info":[{"award-number":["18YJG28"]}]},{"name":"Shaanxi Key Laboratory of Intelligent Processing for Big Energy Data","award":["18014083027"],"award-info":[{"award-number":["18014083027"]}]},{"name":"Shaanxi Key Laboratory of Intelligent Processing for Big Energy Data","award":["DMS-0907710"],"award-info":[{"award-number":["DMS-0907710"]}]},{"name":"Shaanxi Key Laboratory of Intelligent Processing for Big Energy Data","award":["2018ZDXM-GY-036"],"award-info":[{"award-number":["2018ZDXM-GY-036"]}]},{"name":"Shaanxi Key Laboratory of Intelligent Processing for Big Energy Data","award":["2019H0017"],"award-info":[{"award-number":["2019H0017"]}]},{"name":"Shaanxi Key Laboratory of Intelligent Processing for Big Energy Data","award":["IPBED7"],"award-info":[{"award-number":["IPBED7"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Scientific Programming"],"published-print":{"date-parts":[[2020,8,25]]},"abstract":"<jats:p>To solve the problems of current short-term forecasting methods for metro passenger flow, such as unclear influencing factors, low accuracy, and high time-space complexity, a method for metro passenger flow based on ST-LightGBM after considering transfer passenger flow is proposed. Firstly, using historical data as the training set to transform the problem into a data-driven multi-input single-output regression prediction problem, the problem of the short-term prediction of metro passenger flow is formalized and the difficulties of the problem are identified. Secondly, we extract the candidate temporal and spatial features that may affect passenger flow at a metro station from passenger travel data based on the spatial transfer and spatial similarity of passenger flow. Thirdly, we use a maximal information coefficient (MIC) feature selection algorithm to select the significant impact features as the input. Finally, a short-term forecasting model for metro passenger flow based on the light gradient boosting machine (LightGBM) model is established. Taking transfer passenger flow into account, this method has a low space-time cost and high accuracy. The experimental results on the dataset of Lianban metro station in Xiamen city show that the proposed method obtains higher prediction accuracy than SARIMA, SVR, and BP network.<\/jats:p>","DOI":"10.1155\/2020\/3180628","type":"journal-article","created":{"date-parts":[[2020,8,25]],"date-time":"2020-08-25T23:31:14Z","timestamp":1598398274000},"page":"1-15","source":"Crossref","is-referenced-by-count":10,"title":["Short-Term Passenger Flow Forecast of Rail Transit Station Based on MIC Feature Selection and ST-LightGBM considering Transfer Passenger Flow"],"prefix":"10.1155","volume":"2020","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2465-3914","authenticated-orcid":true,"given":"Zhe","family":"Zhang","sequence":"first","affiliation":[{"name":"College of Computer Science and Technology, Huaqiao University, Xiamen 361021, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6075-2878","authenticated-orcid":true,"given":"Cheng","family":"Wang","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, Huaqiao University, Xiamen 361021, China"},{"name":"State Key Laboratory for Strength and Vibration of Mechanical Structures, Xi\u2019an Jiaotong University, Xi\u2019an 710049, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8840-8558","authenticated-orcid":true,"given":"Yueer","family":"Gao","sequence":"additional","affiliation":[{"name":"College of Architecture, Huaqiao University, Xiamen 361021, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jianwei","family":"Chen","sequence":"additional","affiliation":[{"name":"Department of Mathematics and Statistics, San Diego State University, San Diego, CA 92182, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yiwen","family":"Zhang","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, Huaqiao University, Xiamen 361021, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/6385359"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1287\/trsc.22.1.14"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1016\/0041-1647(78)90065-5"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1177\/0361198118772958"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2018.02.016"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1049\/iet-its.2018.5530"},{"key":"9","first-page":"3146","volume-title":"Lightgbm: a highly efficient gradient boosting decision tree","year":"2017"},{"key":"10","volume":"28","year":"1987","journal-title":"Traffic Engineering & Control"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1061\/(asce)up.1943-5444.0000443"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0195957"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2014.02.006"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1155\/2016\/9717582"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1007\/s12544-015-0170-8"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.3846\/16484142.2016.1139623"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1002\/atr.1332"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1007\/s12205-017-1016-9"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1109\/tits.2018.2879497"},{"key":"20","first-page":"44","volume":"2015","year":"2015","journal-title":"Computer Engineering and Applications"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2015.03.085"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1061\/(asce)0733-947x(1991)117:2(178)"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2015.08.017"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1016\/j.trpro.2017.07.008"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2011.06.009"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2017.05.011"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/6142724"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2017.08.001"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0222365"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2019.01.027"},{"key":"31","doi-asserted-by":"publisher","DOI":"10.3390\/ijgi8060243"},{"key":"32","doi-asserted-by":"publisher","DOI":"10.1155\/2019\/8392592"},{"key":"33","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/5942763"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.1186\/s12859-018-2527-1"},{"key":"35","doi-asserted-by":"publisher","DOI":"10.1166\/jmihi.2019.2582"},{"key":"36","doi-asserted-by":"publisher","DOI":"10.1002\/ep.12888"},{"key":"37","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2019.122370"},{"key":"38","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijepes.2014.07.070"},{"key":"39","doi-asserted-by":"publisher","DOI":"10.1126\/science.1205438"},{"key":"40","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-49370-0_49"},{"key":"41","doi-asserted-by":"publisher","DOI":"10.4028\/www.scientific.net\/amm.397-400.1038"},{"key":"42","doi-asserted-by":"publisher","DOI":"10.1109\/access.2020.2971771"},{"key":"43","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2017.07.072"},{"key":"44","doi-asserted-by":"publisher","DOI":"10.1109\/tsmc.2019.2956527"},{"key":"45","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.06.032"},{"key":"46","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2018.05.030"},{"key":"47","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2019.04.017"},{"key":"48","doi-asserted-by":"publisher","DOI":"10.1109\/tsc.2016.2528246"}],"container-title":["Scientific Programming"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2020\/3180628.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2020\/3180628.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2020\/3180628.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,8,25]],"date-time":"2020-08-25T23:31:22Z","timestamp":1598398282000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/sp\/2020\/3180628\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,8,25]]},"references-count":46,"alternative-id":["3180628","3180628"],"URL":"https:\/\/doi.org\/10.1155\/2020\/3180628","relation":{},"ISSN":["1058-9244","1875-919X"],"issn-type":[{"value":"1058-9244","type":"print"},{"value":"1875-919X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,8,25]]}}}