Lactic acid dehydration using a non-stoichiometric calcium pyrophosphate catalyst (Ca/P ratio 0.78) has resulted in 78% acrylic acid yield due to formation of calcium lactate as an intermediate on the catalyst surface.
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Ghantani et al. (2014) studied this question.
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