Caterpillar is racing to catch up with General Electric in the locomotive market. Demand is rising, increasing profit and letting railroads expand their fleets. In the short term, Caterpillar might have to concede the lead as it closes its main locomotive-assembly plant, in Canada. A factory in Muncie, Ind., and one under construction in Brazil will take up the slack.

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