NII Sho­nan Mee­ting Se­mi­nar 125: Pie­ce­wi­se smooth sys­tem and op­ti­mi­za­ti­on with pie­ce­wi­se li­ne­a­ri­za­ti­on via al­go­rith­mic dif­fe­ren­tia­ti­on