一、工业智能化概述
1.1 womenlijiedegongyezhinenghua，shijishudailaidekaiyuanjieliu、shengchanzuzhifangshibiangehuoxingyexiaolvmoxingzaizao。
suoweigongyezhinenghua，womenguanzhudeshinenggoudailaikaiyuanjieliu、shengchanzuzhifangshibiangedechanpinhuojishujiejuefangan，yijitongguoxiaolvmoxingdebiangehezaizaodailaideyunyingxingjihui。gongyezhinenghuashiyigongyeganzhi、iot、ai、shuju、ruanjian、jiqirendengjishuweijichu，shixianquanjuyuyihuadezhinengganzhi、kongzhi、diaoduhejuece，tongguozheixieshouduan，kenenghuiduiyouyuanyoudeshebei、zhicheng、gongchang、gongyinglianjinxingyouhuahegaizao，yidadaotizhi、jiangben、zengxiaohuoshengchanzuzhifangshibiangedemude，yekenengdanshengxindezhinengshebei、xindezhicheng、xindeoem、xindegongyinglianzuzhixingshishenzhixindepinlei。danxiaolvmoxingbiangezaigegexingyebingfeiyicuerjiu，gongyelingyujiangzaishujuhuahexinxihuajinchengzhong，yinglaijianjinshidezhinenghuabiange，benwenxitongshulilegongyechanyelianshangjishubiangedailaidezuoyexiaolvheshangyexiaolvtishengjihui，bingcongshuju、moxing、juecejiaodufenxishujuchanyeliandejiazhi。
tu1 gongyezhinenghuajishugailan
1.2gongyezhinenghuadexingtaiheshangyemoshifazhan：qiangjiejuefangandayifang&qiangyunyingxinjiafang
yongjishushouduanshixiangongyezhinenghua，qichengxiandexingtaiheshangyemoshiyoushishenmeni。benwenshitucongyigejishu、chanyeguanchazhe，chanyetouzizhedejiaodulaichanshuhefenxigongyezhinenghuadeyixiefangxianghekeneng。gaikuoruxiatu，gongyezhinengdebiaoxianxingshikenengweiyingjian、ruanjian、yewuxitong、suanfa、pingtai、jiejuefangandeng，congshangyemoshikan，kenengqiangjiejuefangan，zhongjilujingchengweiyigedayifang；yekenengtongguoqiangyunyingmoshizaizaoxinjiafanghuochengweixinxingjiafang。
tu2 aifunengdejihui：jiejuefanganorzhongduyunying
ranerpingtailinli，chuangyegongsidejihuizainali？xifenxingyefanduo，naxielingyuyoudadejihui？shizuojiejuefangandejihuihaishiyunyingdejihui？benwenshitutongguopingtaidefenxi、jishupeizhihexingyexuanzedeshuli、gongchangjiegou、chanyelianchaifenheshujudeliantiaolaixunzhaotouzihechuangyedejihui。bingzongjieruxia：
tu3 gongyezhinenghuadeweilaifangxianghefazhankeneng
er、gongyezhinenghuachuangyeyutouzijihuixiangjie
1. pingtaixingqiyebingbulongduan，huxiangfunengzhengdangqishi
jinnian，shichangyongxianlezhongduodegongyehulianwangpingtaijiqiye，dangongyexingyebenshenxifenfeichangduo，qiegezidexingyeshuxinghetedianchayihenda，bukenengchuxianyigefangzhisihaierjiezhundemoxinghejishu。zheilimianjishuyingyongdeluojiheshangyebihuandexingchengkenengxuyaobutongjishubeijing、chanyebeijingderenhuogongsilaicanyuheyanzheng。
yiguoneibijiaozaodegongyehulianwangpingtaiweili，jiyumugongsihuoyuanqiyedebingfutezheng，daxinggongyeqiyegonghupingtaiduoshaodouchengzaileyuanyouqiyedeluoyin。
birugenyunhulianyishebeiwulianweijichu，chuangjianshebeiquanshengmingzhouqideguankong，dajiangongyeyunpingtai；weiraosanyizhonggongxiaoshouquanshijiegedichanpin，liyuiot、dashuju、rengongzhinengjishujinxingshangyemoshidechuangxin，bingyanzhanzhiqitashebeihechanye。
erhaiercosmoplatzeshiyiyonghuweizhongxinderouxingshengchanpingtai，qubiedeguogongye4.0gongchangzhinenghuashengjigaizao，cosmochuguanzhuchangneidezuoyexiaolvwai，gengzhuzhongyushangyexiaolvdetisheng。tongguocosmoshixianlebufenpinleidelingkucun、kekongchengbendaguimodingzhideng。bingchangshijiangjiadianlingyushixiandetixihuadedaguimodingzhinenglifunengjitaoci、fangzhifuzhuangdengchanye。
xinjinshangshidegongyefulianyituofushikangxianyoudaliangkehuziyuan、zhangqishenruwendingdezhanlvehezuoguanxi，guimoxiaoyingxiadechanyejigongyinglianyoushi，qiwangjinxingshangxiayouyanshen，dazaogongyehulianwangpingtai。congshangshihoudeyewujinzhanlaikan，zaidaojuyuce、zhichengyouhuadengdengfangmianfenfenkaishifali。
xiangjiaoyuguoneixinxingdegongyehulianwangpingtai，ge predixjiximenzimindspereshiguojishangjiaozaodejianggongyehulianwang、dashujudenglinianyingyongyugongyedepingtai。qielishifazhanjinchenglaikan，tamenyezaibuduanyonggezhongshougoujianbingdefangshifengfuzijidechanpin、jiejuefanganjixingyexian。
chulishiyoujiudeximenzihegezheiyangdedaxingqiyehexinxinggongyehulianwangpingtaizhiwai，chuantongderuanjianchangshanghexitongjichengshangyezaimouqiugongyehulianwangfangxiangdezhuanxinghebuju，ruyongyou、handexinxi、dongfangguoxin、baoxindengdeng。
lingyileidedaibiaoshialiyun、huaweizheiyangzaiguoneijuyoujiaoqiangde2bnenglidehulianwanghuokejiqiye，aliyunetgongyedanaozailiuchengxingyedefangan，rugangtie、shihua、nengyuanzuodebijiaoduo；taogongchangpingtaizhuyaoweitaobaoshangjiatigongzhizaohegongyingliannengli。danzheixiegongsidouxiwangtigongdeshigengtongyong、diceng、biaozhunhuadenengli，zaiqishengtai，yexuyaogengduozhangwoxifenxingyeknowhowhesuanfadefanganshangdehezuo。
suoweipingtai，dajiadoushixiangyaodajianyigegengkaifangheguangkuodeshengtai，funengjigengduodegongyeqiye，danzhongguodegongyehulianwanghuozhegongyezhinenghuacaiganggangkaishi，daxingpingtaiqiyeyezhishibingshanyijiao，qiebutongxingyedeknowhowdechayijiaoda，liujichuangyezhedejihuihaihenguangkuo。
2. chuizhizhongdudazaoxifenxingyegongyezhinengxitongdayoukewei
gongyebenshenshiyigefeichangfandegainian，butongxingyezhijianchayijiaoda，danlunliuchenggongyeyulisangongyedeshengchanzidonghuachengdu、shujukedexinghegongyefuzadudoubujinxiangtong，cunzaidejihuiyeyousuobutong，erzuidadegongxingzaiyu，meiyigechangjingdouxuqiugeyi，jinrurenheyixifenlingyudouxuyaozugoushenhoudexingyeknowhowheshangxiayouziyuanjichengnengli。butongxingyedezhinenghuasuqiukenengyebujinxiangtong。zheizhongtezhidehaochuzaiyuzaichanyefuwudecengmian，wufaxingchengchuantongdaqiyelongduandejumian，ergegexifendouyoupingtaijidejihui。conglisandaohunhedaoliucheng，congchanpindaofuwu，congshengchandaoguanli，cunzaibutongdezhinenghuabiangedejihui。
kegongxuanzehepeizhidejishushouduanyouhenduo，qiechengshuduhelingxianxinggeyoubutong，shenmecaishiyoujiazhidejihuidian，ruhejinxingxuanze，benwenshituzuochuyixieluojishangdeshuli。
ruguojiangshangwentijidejishu、yuxingyeyijixingyexiangyingdegongnenghehuanjiejinxingjiehe，jiukenengchanshengxiangyingdeshangyemoshihechuangyejihui。
tu4 conglisandaolianxu，jishujixingyepeizhidejihui
yixiajulilaishuo，butongxingyedoucunzaizhinenghuabiangedekeneng，zheilimiankenengshimaijiejuefangandejihui，yekenengshiyunyingxingdejihui。
●changongxiaoyiti2cchanpinxingxingye：2cxingchanpindouyoudingzhiherouxingshengchandexuqiu，lirufangzhifuzhuang、shipinyinliao、jiadiandeng，2clingyuyouyuxuqiuhechanpindechayihua，bijiaofensan，jizhongdukenengbugao，youzuochuxinpinlei、xinwangluohezuochujizhongdudekeneng。zheiqizhongkenengjieheledashuju、paichanpaicheng、yunchouyouhua、rouxingchanxiangaizaojishujigezhonggongyeruanjianlaideyishixian。
●gaonenghaoliuchengxingxingye：zhurugangtie、youse、huagong、taocidengxingye，zhouqixingjiaoqiang，shejiguojiminsheng，tiliangda，qieduomianlinchannengguoshengwenti，nengyuanxiaohaozhanjulehendachengben，zaiganzhi、shishijiance、nengxiaodengfangmiandouyouqiangxuqiu。youzuochengyigedadejiejuefanganshangdejihui。
●shebeizhuangbeileiqiye：jiyubianyuanjisuanhegongyewulianwangjishu，shebeileiqiyedoushangyemoshizhuanxingdekeneng，congxiaoshoufuwuxiaolv、zijinxiaolvdengdengcengmiandouyouhendazengjiazhidekeneng。
●bandaotihemianbanchanye：benshenjingxihua、zidonghuachengdubijiaogao，danchanyeliandeguochanhuachengdudi，liangpinlvdetishengduiyuzhenggechanyedefujiazhida。
congdangexingyechanyelianlaikan，womencongshenmedifangxiashouheqieru，jiehedadedayifanghexinjiafangdefangxiang，bizhetongguoxitongdediaoyanhetouzijianlv，shulilezaigongyechanyelianshanghegongchangneibujishubiangedailaidezuoyexiaolvheshangyexiaolvbiangejihui。bingjianyaogaikuoruxia：
tu5 gongyezhinenghuadeshijieguan
3. dandianqieru，zichan/shebei、liuchengyouhuadazaoxinxingzhinengxitong
3.1 zichan/shebeidezhinenghuajihui
3.1.1 gongyejiqirenjizhinengzhuangbei
congshebei、zichanjiaodu，butongxinxihuahezidonghuachengdudegongchangdouyouzichanshengjigengxindiedaidexuqiu，jinnianyongxianleyipichengzhanghenkuaidexinxingjichengshang、bentiyanfashang。tongshizaichanpintixishang，yechuxianbinglian、xiezuodengxinxingdexuqiuhetuandui，renjihurong、fangsheng、zishiyingdengxinxingjishucengchubuqiong，womenrenweijiqirenbenshenshiyigehendadexitongxingtouzijihui，congchanyeliandaobutongxifen，zaizheilijiubuzuogengduozhankai。
lingyigefangxiangshizhuangbeidezhinenghua，bufenxingyehegongchangdezidonghuachengduyijingbijiaogaole，danshebeihezichanbenshenzaijishutupocengmianyouhendadekongjian，zhuangbeibenshenjiezhugongyeshijue、dashuju、jisuanjifangzhendengjishujinyibuzishiying、zixiaozhun、zizhuhua。tongshizhuangbeiwangzhichengdeyanzhanhechanxiandejiehe，keyijinyibuyingxiangchanpindelianglv。
3.1.2 shebeiguzhangyucehejiankangguanli(phm)
chuantongshebeiyuanchangshangdoumeiyoutaiguanzhushebei、chanpinxiaoshouhoudailaidehoufuwuwenti，dianxingdesandafadongjichangshangge、luoluo、puhuizaiphmcengmianzuodebucuo，dandaliangjixieshebeichangshangbujubeizidaiphmdefuwunengli。congshujucaiji、shujufenxicengmian，shebeideguzhangzhenduanheyucejiehelesuanfanengli、gongchengjingyanhefuzajilimoxingdelijie，duichuantongdeshebeichangshangdailaibijiaodadejishutiaozhan。
congjishulujingshang，zaiduanshangzuotezhengtiqu，zaiyunduanxunlianmoxingshiyanzhengdelujing，danjubeizheiyangdenenglidetuanduizaishichangshangjiaoweixique。yimeiguodeuptakeweili，yituokatebiledeneiranjichanpindephm，jinianneixunsuchengweishushiyimeiyuandedujiaoshou。lingyigedaibiaoshiquanqiuzuidadefengjichangshangvestas，tamencongzhizaokaishi，duifengjijinxinglegaizao，chuanganqibianbusuoyoubujian，cong2016nianqi，fuwushouruchaoguoshebeixiaoshoushouru，chenggongzhuanxingchengweiyijiafengjifuwudetigongshang。
congshichangguimokan，woguoyouyiqianzuogangtiegaolu，47wangeranmeiguolu、200wantaishukongjichuang、30wandedazhongxingkongqiyasuoji、5wantaideneiranji，erqiehaiyouhailiangdebengdengjixieshebei，qiejuedabufenshebei、chanpin、zhuangbeidoumeiyoukaolvguojiankangguanliwenti。
danyeyousangefangmiandeyinsuxianzhilezheigefangxiangdefazhan，yishiaijishuyugongyeknowhowbunengyouxiaojiehe，daduoshutuanduiyequefaxiangguandegongchenghuajingyan；ershisuanlichengbenguogao，rangzichanduanwufahuodegaoxingjiabideyucexingjiejuefangan；sanguzhangshujuhebiaozhudequeshi，wufajinxingjingdianyiyideshenduxuexilujingquzuoyuce。
jinnianhannuoweigongyezhanshangyucexingweihushiyigefeichangredehuati，kejidachang、chuantonggongyeruanjianchangshang、shebeishang、zhongduoxifendechuangyegongsizaizheishezuzheiyilingyu，zaiouzhoushichanglaikan，zheiyeshibijiaoluodidegongyeaihegongyehulianwangyingyongchangjing，jiyurenlichengbengaoangdengyuanyin，yucexingweihuzaishangyeluojiyebijiaoshuodetong，birumeicishangmendexunjianheyunweidanrenxuyao300ouyuan，danyucexingweihudefangshiwanquankejianshaohuobimianzheiyizhichu。shebeichangshangyezaijijiyongbaozheiyijishu，changshijinxingshangyemoshidezhuanxing，birudurrjituanyusoftware agdehezuo，bangzhuqicongshebeixiaoshouwangfuwuzhuanxing。
3.1.3 yuiotjiehedeshangyemoshibiange
congshebeishiyongjiaodu，tongguogongxiang/zulindemoshi，jiafangkeyixuanzeshiyongerbushichiyou，tongshijiehezhangqishujutiquhefenxi，keyijiangbaoxian、jinrongdengshangyemoshijiajiejinlai。lirumeiguogongchengjixiezulinpingtaiyard clubweikatebileshougou，guoneideshugenhulian、xugongxinxi、zhongkeyunguyezaishebeijinrongbaoxianfangmianyoushijian。
congzijinduandexuqiukan，guoneiyixiejinrongjigouyezaixunzhaojiqirendengzhinengshebeiderongzizulinjihui，jiyujingzhundewulianwangjianceheshujufuwuzulinmoshikenenghuiweizhinengshebeilingyudailaixindechanyezengzhangjihui。
jiehephmheiotxiangguandeshangyemoshibiange，womenzongjieleyixiadejishubiangehechuangxinjihuidian。
tu6 zichanshiyongyouhuatujie
3.2 suanfaheshujuqudongdeliuchengyouhuadazaoxinxingdiaodujuecexitong
tiaochudangeshebei，daxingdejiafangyezaixunzhaobutongdezhichengyouhuajiejuefangan，danbutongdexingyechayixingjiaoda，qietongxingyeyehuishejidaliangfuzadezhicheng，kenengyouwuli、huaxue、shengwudebianhua。jieheshujudefenxi，duiyuanliao、shebei、gongyijinxingyouhuayiqidadaotizhi、zengxiao、jienengdengxiaoguo。
womenxitongshulileconglisanzhizaodaolianxuzhizaodegegexingye，congxingyekongjian、xinxihuachengdu、nenglibianjitishengkongjian、channengtishengdengcengmianjinxingleyixiebijiao。zongjielekenengcunzaijudashichangjihuihejishufunengjihuideshugezhicheng。
bvyebujule3clingyu、huanbao、gangtiedenglingyushejizhichengyouhuadegongsi，biruzaishoujijiagonglingyu，zaichengxing、chongya、hejin、tuzhuang、biaomianchulilingyushejishushigezhicheng，meigezhichengdouyoutongguoshuju、suanfajinxingyouhuadekongjian。zhongjixingtaishidazaoyitaoaibihuankongzhidexinxingdiaodujuecexitonghezhinenggongchangcaozuoxitong。
guoqudezhuanjiaxitonggengduoshiyigejilimoxing，danshujudejuecezuizhongyaohegongyihejilimoxingjieheqilai，zheiyeshizaigongyelingyuwufachanshengyigefangzhisihaijiezhundetongyongxingpingtaideyuanyin。
bufentouzizheduiyuzhichengdefeibiaoxingcunzaizhiyi，zheizhongfeitongyongdexuqiuhechangjingyidingchengduxianzhilefuzhidesuduheguimoxiaoying。zhongshuyixiawomenzaigongyezhinenghualingyuxunqiuliangleitouzijihui，jiejuefanganshangheyunyingshang，zaixinxihuahezidonghuashidai，henduoxingyebiru3c、gangtie、shihuadengdenglingyu，douchanshengleduojiashangshigongsi，congshichangguimodetiliangshangkan，zaizhinenghuashidai，henduoxingyedoukeyizhichengduojiadadejiejuefanganshanghuoyunyingshangdansheng，duiyuwomendehexinzhongdianshiyaozhaodaohaodexingye、jiehexinxingjishuhegongyechangjinglijiedetuanduihezhenzhengnengyouxiaobiangehetishengxingyexiaolvmoxingdefangan。
lingwai，chulexingyegeyidezhichengwai，yuwulianwang、shuju、rengongzhinengdengjishujiehetongyongxingxuqiu，zaizheilihaixiangjiangsandian，sheji、anquan、jiancehenengxiao。
3.2.1 sheji+ai
gongyefangzhentianranyujiqixuexixiangguan，weihuodezuiyoudesheji、zhuangpei、yunweidengshijian，xuyaoxinxingdezhinenghuagongyefangzhenruanjian。cad、caebenshenshiyigehendadeshengtai，keyileibianzhuoheios，zhuliudecanyuzheximenzi、dasuodengdouzaijijibujuheshougouzaibutonglingyu，ruliutilixue、sanrexue、zhendonglixuedengdengfangmiandeyouhuasuanfaheqiujieqi，ruanjian、chajianchanpinkeguangfanyongyuqiche、hangkonghangtian、jixiezhuangbei、3cdengxingye。buguomuqianzaizhongguoshichanghaiweichuxianzuoshejizuodehendaderuanjiangongsi，dadexiangxiangkongjiankenengzaiyujiehedaguimodingzhi、rouxinggongyingliandengmoshi，huoquxuqiushuju、jiehelingxianruanjianfangzhenheaijishu、wufengxianjie，kuaisushengchanshixiaochanpin，zhijieqierudaoyunyinglingyu，zaizaomouyixinpinlei，zhongzhenggongyinglian。
3.2.2 anquanyaosudebiyaoxinghejiazhi
zaiwanggongyezhinenghuashidaixingjindeguochengzhong，biranyoudaliangdejiqi、shebei、stationdoutongguodcs、scadadengxitonglaidiaodu，chuchuantonggongyeruanjianwai，haiyouhenduoxinxingdeyewudiaoduhejuecexitongchuxian。zairendejieruyuelaiyueshaodeqingkuang，anquandebakonggengweibukehuoque。
zaigongyeanquanlingyu，guowangzaiguoneidaduoshiyixielongduanxingqiyejiyuheguixinghuodengbaodexuqiujinxingcaigou，danjinnian，zhubucongzhengcexingqudongwangshichanghuaqudongfazhan，yongyouduoyuangongkongxieyijiexinengli、qiangchanpinnenglituanduijiangyoujihuikuaisutuoyingerchu，bingbuduandiedaizishenchanpinxian，chubeixiayidaideyushujuaijieheanquanfanghuxuqiu。
meiguogongyewangluoanquangongsiclarotyhuodelerockwell automation、ximenzifengtounext 47、shinaitedenggongyejutoudetouzi，zaigongkongxieyidejiexihezidonghua、xinxihuaderonghefangmianhuodeletouzidezhichi，tongshiyehuodeledanmaxidengcaiwutouzizheqinglai。
3.2.3 nengxiaoyuaidejiehedian
nengyuanshizhongduogongyeqiyezhuyaochengbenzhiyi，zhurugangtie、shiyou、shuini、huanbaodengliuchengxingye，nenghaozhanjuleqiyedabufendechengben。chuantongdelmsbanyanleyidingdenengxiaoguanlizhinengdanzaiyouhuafangmianzuodeyouxian，yixiekeyanjigouzhangwozhongduodejilimoxinghekongzhiluojiyouyidingdejienengxiaoguo，xindejihuishizaiyuzheixiejilimoxingyuaidejinyibujiehe。
lingyifangmian，suizhedianlishichangdezhubugaigeheshichanghua，gongshangyeyongdiandefangkai，duoyuanhuadecanyuzhejinrudaozheiyishichang。womenyeqidaijishu、shujunenggouchanshengyidingdenianyuxiaoying，bangzhuqiyejiangbenzengxiao。
3.2.4 gongyejiancedetongxingxuqiuhefeibiaotexing
通过计算机视觉技术去提升检测环节的效率不是一个新的话题，在3C面板、盖板、锂电池、、yiyaodenglingyudouyouxiegongsizaizuo。danyecunzaixuduotiaozhan，zhurufeibiaowenti，jiqishijuexitongkaifachengbengao，zhouqizhang；suanfaheruanjiancunzaiyiyongxingcha，shiyongmenjiangaodengwenti；qiehaicunzaigaojingdu、gaodongtai、gaofandengjishushangdenandianhetiaozhan。danruguonengzuochujiaoweitongyongdepingtaigongsi，qienenggoujiejuedichengbenguimohuaxingyefuzhidewenti，birannengchanshengdadejihui。
4. zhinenggongchangcaozuoxitong，congdianxianyunyingxiaolvdaoxitongxiaolvtisheng
ruguoshebeishidian，zhichengshixian，shangshengdaomiandecengmianwomenzailaikankanzhinenghuadebiangejihui。jiangzhichengdefenduanyouhuajinxingchuanlian，bingfuyigongyeruanjianjixianjindechuanganqijishu、zidonghuajishu、jiqirenjishu，shixianquanjuyuyihuadediaoduhejueceshilixiangdezhinengcaozuoxitongzhuangtai。conggongchangyunyingcengmian，womenguanzhuzuoyexiaolvdetisheng，womencongzichan/shebei——zhicheng——zhinengcaozuoxitong（factory operating system），sangecengmiankangongchangzhinenghuadetouzijihui；bingyishujuku、bianyuanjisuan、paas、xindeganzhizuoweichengzaizhinenghuagaizaodejichu。
tu7 zhinenggongchangcaozuoxitongjiegou
4.1 chuanlianzhizaozhixing，huoquyewushuju，mesdejiazhi
meiguoxianjinzhizaoyanjiujigouamrjiangmesdingyiwei“weiyushangcengdejihuaguanlixitongyudicengdegongyekongzhizhijiandemianxiangchejiancengdeguanlixinxixitong，zhengtilaikan，meszaiwoguodeshentoulvhaishibijiaodide。
meschanpinjuyoubijiaoqiangdexingyeshuxinghedingzhishuxing，lingxiandechanpinhejishuzhangwozaidabufenwaiziqiyedeshouli，birurockwell、ximenzi、ge，tongshitongguojianbingshougoufengfuqixingyefugai；bandaotiruanjianlingyudelingxianjishudouzhangwozhuruapplied materialsdengguowaiqiye。congguoneibufenqiyedeguowangfazhanlaikan，huoshiyituojizhongdugaodexingyegeyangfazhanqilai，birubaoxinheshihuayingke，huoshixianyuchanpintexingweinengzuoda。tongshi，zhenzhengyongyouqiangchanpindenenglihetuanduizaiguoneijiaoweixique。danwomenrenwei，meszuoweigongchangzhinengcaozuoxitongdejichuzaiweilaibukehuoque。
zheilimianyouliangcengdetouziluoji，diyishinengfouchengweiyijiadaxingdejiejuefanganshang，mesgongsicunzaisangefangmiandejiazhi，yishikehubilei，xifenxingyekehunianxinggao，jileinandugao；zhongdaxingkehu、waiqikanzhongfuwuzhilianghewendingxing，yibanyufuwuqiyechuangjianzhangqiwendinghezuoguanxi；ershixingyelijie：liyonghujin、lijieyewuluoji，kenengzuoyidingdedingzhikaifa；sanshichangjingshujuyoushi：jiyushujujileiyingyongshujukexuejinxingxiaolvmoxingbiange；diergetouziluojishifouyouqiangchanpin、yunhuadekeneng，zhururockwell、gfos、itac softwaredenglingxianmeschangshangjianrenweiyunduanshiweilaidefazhanfangxiang，douzaitanwulianwangpingtai，jiangshujufangdaoyunduan，congzhizaozhixingwanggongzuoxietong、anquandengfangxiangfazhan。zaiguoneigongyehulianwangdedabeijingxia，zheigequshiyezaijianjinshidefazhan。
messhichuanliangongchangzuoyehezhichengdexitong，danyoudingzhihuachengdugao、shishizhouqizhangdengfazhanpingjing。danzhengtilaikan，meszaiwoguodeshentoulvhaishibijiaodide，danzuoweizhinengcaozuoxitongdejichu，mesjiangguanlicengmianheshengchancengmian（gongyekongzhi）jinxinglianjie，shidequanjudeshujufenxi、diaodu、juecechengweikeneng，tongshizainenghaofenxiheyouhua、yijipaichanpaicheng、rouxingzhizaocengmian，keyitongguoaidejiehetishengxiaolv。
mestongchangnangkuolegongchangneiren、ji、liao、fa、huangegehuanjie，qieyuxingyeknowhow、yewuliuchengqiangxiangguan，julishuolai，youlemescainengyouxiaolianghuadanpinnenghaohedanrenchanchu。
guangyilaijiang，apsshimesdeyibufen，tabanyanlepaiqiyouhuazhixingshengchandejiaose，paichanpaichengbenshenshiyigeyunchouxuedezuiyouhuawenti，jieheduotiaojiandeyueshu，xuqiuzuiyoudepaichanpaichengjihua，rengongzhinengkeyitishengxiaolv。liruyoutiandekaicaizhouqichixu8-10nian，ruhehuodezuiyoudechanliangbenshenshiyigeduojieduanqiuzuiyoujiedeguocheng。lingwaigaojipaichanpaichengdesuanfakeyishideshengchanhuodegengqiangderouxing，zaimouxielingyukenengshubeitishengshengchanxiaolv。
4.2 jingzhunherouxing，congzhichengyouhuadaoquanjuzhinengfos（gongchangcaozuoxitong），weilaigongchangdechangxiang
xianjieduandezhinenghuakenengdaduoshuhaibunengzuodaoquanchangquanyudeqingkuang，daduoshidian、xiandejishu，danzaifangxianghelujingshang，yixiedaxingqiyehechuangyezheyezaishituquyanshenzijidenenglibianjie，congdanyizhichengwangquanzhichengfazhan。shixiangyixia，zaigongchangyunyinghuanjingxia，duiwulishijiedexinxijinxingquanjuyuyihuadejiexi，jiqiyujiqi，renyujiqinenggoujinxinggaoxiaodejiaohu，tongshizhinenghuadecaozuoxitongwanchengzhongduodekongzhi、diaodu、juece，baokuoar、shijuejishuduiyurenhuoshuziyuangongdeyindao，cangchuwuliurouxinghuadezuoyediaodu，xinxingyewuruanjianxitongzhixingdejuecediaodu，yonghuyitudehuoqu3dzhongjianhemoni……tongshizheizhongkongzhi、diaodu、juecenenggoubaozhengzuiyoudeshijian。gongyeqiyedexiaonengtishengbijiangjinruyipianxindetiandi。
5. gongyezhinenghuadailaidechanyexiaolvtishengheshangyemoshibiange
yishangdeshulijizhongyugongchangyunyingcengmian，ruguoshangshengdaogongchangzuoweiyigeqiye，zuoweiyigeyinglizhutizheiyicengmian，tayaojieheshangxiayouquanmiankaolvyan、chan、gong、xiao。
tu8 gongchangyunyingzhiwaidexiaolvbiangejihui
5.1 yigongchangweihexin，qiyezuoweizhuti，jishufunengshangxiayoudechanyexiaolvtisheng
gongyezhinenghuabujinshejigongchangneiquanjuyuyihuadezhinengcaozuoxitong，tongshishangxiayoudexietong，shengchan、zijinhexiaoshoufuwucengmiandouyoujudadexiaolvtishengkongjian。
zaishengchancaigoucengmian，tongguoshebei、shujudelianjie，iotdefuneng，xianshangxianxiadedatong，yungongchangkeyidailaichanyelianxiaolvdetisheng，zaichanliang、jiage、tourudengcengmiandouzhidetupo。
jiezhugezhongyouhuasuanfa，gongyeqiyezaicaigou、kucun、wuliudengcengmiandoucunzaijiangben、zengxiaodejihui，zaozaibenshijichu，huipugongsiyingyongkucunyouhuajishuxueguihuamoxinglaizhonggouqigongyinglianmoxing，liangnianshijianjiesheng1.3yimeiyuan。
jiezhuchanyelianlideshujuhuodegengjingzhundefengxianmoxing，yenengbangzhuqiyetishengzijincengmiandexiaolv。
zaixiaoshoufuwucengmian，haier、kutezhinengdoushidianxingc2mdedaibiao，haiertongguofanxiangdingzhi，shixianlebufenchanpindelingkucun，dailaijudadecaiwushouyi，dangranzheiyijieguoyeshigongyeruanjian、shujujilei、zhinenghuadexiaoneng。
zongtilaijiang，shujusuanfahezhinengruanyingjiankeyizuoweipeizhiqi，jinxingchannengcuohe、gongxupipei、zijinpipeihefunenggongyinglianxietong。
5.2 lianjieyanchangongxiao，qiyejideliuchengzaizaoheshangyejiazhizhongsu
congzhizaoxingqiyedezhinenglaikan，jiazhidebihuantongguoyanchangongxiaolaishixian，chuangyehuotouzideluojiyekexunzheqiyezishenjiazhishixiandeluojilaitansuoxindejihui。guowangyixiezuojingyizixundegongsiyidingchengdubanyanlejubuhuoquanjuyouhuadezhineng，aishidai，jiezhujishudefuneng，zaiqiyedejiazhishixianjiaodu，kenengdailaixinbumen、xindegongyinglianzuzhixingshishenzhixinpinlei（gongsi）detouzijihui。
tu9 qiyejiai：lianjieyanchangongxiao
6. gongyezhinengzhongshujuchanyeliandetouzijiazhi
zaizuoyexiaolvheshangyexiaolv，zichandaozhichengdaofosdekuangjiazhiwai，womenzailaitaolunyigeguanchuanshizhongdezhuti，jiushishuju。guoqudegongyelingyutouzi，zhongdianzhelichanpinshebei、zidonghuadechanpinhejiejuefangandengdeng，zhengtipianying，zongtishiduiyurendeshoujiao，tililaodongdetidai。ainengzuodeshi，dangranbujinxianyudongzuodezhixing，zaishujujuececengmian，ainenggoufunenggongyeqiyedeyixieneibubumen，huozhetidaiyixiedaxingzhuanyefuwugongsi，bangzhuqigenghaodiwanchengyunyingheshangyedejuece。
congshujudechanyelianlaikan，womenhuafenlesangecengjilaikan：
tu10 gongyeshujuchanyeliantouzijihui
zaishebeiwulianjiaodu，mianduiduozhongxieyibingcundeyigoushebei，ruhebatamenlianjie、shujuhuiji、rongheqilai，shixianzaibianyuanhuoyunduanjisuan，shiyigejichudemingti。congshujuyuanheshujucaijicengmian，womenyezaiguanzhuxindeshujuzhou，xindeganzhihecaijishouduan，birulingxianhekuadaijidechuanganqi，bvyezaicilingyuxitongbujuduojiaguoneiwailingxiandeqianyanchuanganqigongsi。huozhenenggoukuaisubangzhuqiyewanchenggongye3.0deruanjianchanpindeng，ruguoyigeqiyewufalianghuayixiezhibiao，zhurunenghao、chengbenhuogongshi，zetanbushanggengduoshujujuecewenti。
zaicunchu、chulihefenxijiaodu，womenguanzhuxinxingdeshujujishu、zhongjianjianhesuanlixuqiu，shujuronghe、jichengyeshizhinenghuadeyigetongyongxuqiu；tongshi，gongyejili、gongyeliucheng、moxingfangfajingyanhezhishijileibuzu，yechengweigongyelingyusuanfacengmiandepingjing。
zaiyingyongceng，shujukeyibangzhurenwanchengzaigongyinglian、sheji、shengchanzhizao、jiance、houfuwuquanjudejuece，yincichanshenglegezhongjishujiejuefanganheshangyemoshi，shangwentijidezuoyexiaolvheshangyexiaolvfanyingleshujudenenglibianjizuyiweigongyedailaijudadexiaonenghebiange。
san、gongchuanggongyezhinengweilai：jishufuhua、chanyelianjiehezibenzhuli
guoneibutongxingye、butongdiqudeqiye，suochujieduanbujinxiangtong，youdechuyu2.0xuyaobuke，youdechuyu3.0daipuji，yougebieqiyechuyu4.0xushifan，duoyuanhuadefazhanjieduan，chayihuadegaizaoxuqiu，suipianhuadeshichangdingdan，zaojiuzhongguogongyezhinenghuagaizaozuifuzadeshichang。
zaitouzifuhua，shenruchanyedeguochengzhong，womenyekandaoleduiyujishuchuangxinzhezhuduodetiaozhan，lirushujuwanzhengxing、jiejuefanganbunengbihuan、shangyemoshibugouyouxiyinli、meiyouhenhaodehuanjingshujuhemonihuanjing、yunyingbianjiebijiaozhai、haiyouzhuduochuantongtodabmianlindekunraohewenti。qianlubukeweibuguangming，dandaolubukeweibuquzhe。