\[\frac{NdChar}{1 + e^{\frac{-\left(\left(\left(Ec - Vef\right) - EDonor\right) - mu\right)}{KbT}}} + \frac{NaChar}{1 + e^{\frac{\left(\left(Ev + Vef\right) + EAccept\right) + \left(-mu\right)}{KbT}}}
\]
↓
\[\frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}} + \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}}
\]
(FPCore (NdChar Ec Vef EDonor mu KbT NaChar Ev EAccept)
:precision binary64
(+
(/ NdChar (+ 1.0 (exp (/ (- (- (- (- Ec Vef) EDonor) mu)) KbT))))
(/ NaChar (+ 1.0 (exp (/ (+ (+ (+ Ev Vef) EAccept) (- mu)) KbT))))))
↓
(FPCore (NdChar Ec Vef EDonor mu KbT NaChar Ev EAccept)
:precision binary64
(+
(/ NdChar (+ 1.0 (exp (/ (+ mu (+ EDonor (- Vef Ec))) KbT))))
(/ NaChar (+ 1.0 (exp (/ (+ (+ Vef Ev) (- EAccept mu)) KbT))))))
double code(double NdChar, double Ec, double Vef, double EDonor, double mu, double KbT, double NaChar, double Ev, double EAccept) {
return (NdChar / (1.0 + exp((-(((Ec - Vef) - EDonor) - mu) / KbT)))) + (NaChar / (1.0 + exp(((((Ev + Vef) + EAccept) + -mu) / KbT))));
}
↓
double code(double NdChar, double Ec, double Vef, double EDonor, double mu, double KbT, double NaChar, double Ev, double EAccept) {
return (NdChar / (1.0 + exp(((mu + (EDonor + (Vef - Ec))) / KbT)))) + (NaChar / (1.0 + exp((((Vef + Ev) + (EAccept - mu)) / KbT))));
}
real(8) function code(ndchar, ec, vef, edonor, mu, kbt, nachar, ev, eaccept)
real(8), intent (in) :: ndchar
real(8), intent (in) :: ec
real(8), intent (in) :: vef
real(8), intent (in) :: edonor
real(8), intent (in) :: mu
real(8), intent (in) :: kbt
real(8), intent (in) :: nachar
real(8), intent (in) :: ev
real(8), intent (in) :: eaccept
code = (ndchar / (1.0d0 + exp((-(((ec - vef) - edonor) - mu) / kbt)))) + (nachar / (1.0d0 + exp(((((ev + vef) + eaccept) + -mu) / kbt))))
end function
↓
real(8) function code(ndchar, ec, vef, edonor, mu, kbt, nachar, ev, eaccept)
real(8), intent (in) :: ndchar
real(8), intent (in) :: ec
real(8), intent (in) :: vef
real(8), intent (in) :: edonor
real(8), intent (in) :: mu
real(8), intent (in) :: kbt
real(8), intent (in) :: nachar
real(8), intent (in) :: ev
real(8), intent (in) :: eaccept
code = (ndchar / (1.0d0 + exp(((mu + (edonor + (vef - ec))) / kbt)))) + (nachar / (1.0d0 + exp((((vef + ev) + (eaccept - mu)) / kbt))))
end function
public static double code(double NdChar, double Ec, double Vef, double EDonor, double mu, double KbT, double NaChar, double Ev, double EAccept) {
return (NdChar / (1.0 + Math.exp((-(((Ec - Vef) - EDonor) - mu) / KbT)))) + (NaChar / (1.0 + Math.exp(((((Ev + Vef) + EAccept) + -mu) / KbT))));
}
↓
public static double code(double NdChar, double Ec, double Vef, double EDonor, double mu, double KbT, double NaChar, double Ev, double EAccept) {
return (NdChar / (1.0 + Math.exp(((mu + (EDonor + (Vef - Ec))) / KbT)))) + (NaChar / (1.0 + Math.exp((((Vef + Ev) + (EAccept - mu)) / KbT))));
}
def code(NdChar, Ec, Vef, EDonor, mu, KbT, NaChar, Ev, EAccept):
return (NdChar / (1.0 + math.exp((-(((Ec - Vef) - EDonor) - mu) / KbT)))) + (NaChar / (1.0 + math.exp(((((Ev + Vef) + EAccept) + -mu) / KbT))))
↓
def code(NdChar, Ec, Vef, EDonor, mu, KbT, NaChar, Ev, EAccept):
return (NdChar / (1.0 + math.exp(((mu + (EDonor + (Vef - Ec))) / KbT)))) + (NaChar / (1.0 + math.exp((((Vef + Ev) + (EAccept - mu)) / KbT))))
function code(NdChar, Ec, Vef, EDonor, mu, KbT, NaChar, Ev, EAccept)
return Float64(Float64(NdChar / Float64(1.0 + exp(Float64(Float64(-Float64(Float64(Float64(Ec - Vef) - EDonor) - mu)) / KbT)))) + Float64(NaChar / Float64(1.0 + exp(Float64(Float64(Float64(Float64(Ev + Vef) + EAccept) + Float64(-mu)) / KbT)))))
end
↓
function code(NdChar, Ec, Vef, EDonor, mu, KbT, NaChar, Ev, EAccept)
return Float64(Float64(NdChar / Float64(1.0 + exp(Float64(Float64(mu + Float64(EDonor + Float64(Vef - Ec))) / KbT)))) + Float64(NaChar / Float64(1.0 + exp(Float64(Float64(Float64(Vef + Ev) + Float64(EAccept - mu)) / KbT)))))
end
function tmp = code(NdChar, Ec, Vef, EDonor, mu, KbT, NaChar, Ev, EAccept)
tmp = (NdChar / (1.0 + exp((-(((Ec - Vef) - EDonor) - mu) / KbT)))) + (NaChar / (1.0 + exp(((((Ev + Vef) + EAccept) + -mu) / KbT))));
end
↓
function tmp = code(NdChar, Ec, Vef, EDonor, mu, KbT, NaChar, Ev, EAccept)
tmp = (NdChar / (1.0 + exp(((mu + (EDonor + (Vef - Ec))) / KbT)))) + (NaChar / (1.0 + exp((((Vef + Ev) + (EAccept - mu)) / KbT))));
end
code[NdChar_, Ec_, Vef_, EDonor_, mu_, KbT_, NaChar_, Ev_, EAccept_] := N[(N[(NdChar / N[(1.0 + N[Exp[N[((-N[(N[(N[(Ec - Vef), $MachinePrecision] - EDonor), $MachinePrecision] - mu), $MachinePrecision]) / KbT), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(NaChar / N[(1.0 + N[Exp[N[(N[(N[(N[(Ev + Vef), $MachinePrecision] + EAccept), $MachinePrecision] + (-mu)), $MachinePrecision] / KbT), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
↓
code[NdChar_, Ec_, Vef_, EDonor_, mu_, KbT_, NaChar_, Ev_, EAccept_] := N[(N[(NdChar / N[(1.0 + N[Exp[N[(N[(mu + N[(EDonor + N[(Vef - Ec), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / KbT), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(NaChar / N[(1.0 + N[Exp[N[(N[(N[(Vef + Ev), $MachinePrecision] + N[(EAccept - mu), $MachinePrecision]), $MachinePrecision] / KbT), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\frac{NdChar}{1 + e^{\frac{-\left(\left(\left(Ec - Vef\right) - EDonor\right) - mu\right)}{KbT}}} + \frac{NaChar}{1 + e^{\frac{\left(\left(Ev + Vef\right) + EAccept\right) + \left(-mu\right)}{KbT}}}
↓
\frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}} + \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}}
Alternatives
| Alternative 1 |
|---|
| Accuracy | 64.9% |
|---|
| Cost | 15204 |
|---|
\[\begin{array}{l}
t_0 := \frac{NdChar}{\frac{mu}{KbT} + 2}\\
t_1 := \frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}}\\
t_2 := \frac{NdChar}{1 + e^{\frac{Vef}{KbT}}} + \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) - mu}{KbT}}}\\
t_3 := \frac{EAccept}{KbT} + 2\\
t_4 := t_1 + \frac{NaChar}{t_3 + 0.5 \cdot \frac{EAccept \cdot EAccept}{KbT \cdot KbT}}\\
\mathbf{if}\;Vef \leq -1.1 \cdot 10^{-34}:\\
\;\;\;\;t_2\\
\mathbf{elif}\;Vef \leq -2.4 \cdot 10^{-94}:\\
\;\;\;\;t_4\\
\mathbf{elif}\;Vef \leq -2 \cdot 10^{-102}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + EAccept\right) - mu}{KbT}}} + t_0\\
\mathbf{elif}\;Vef \leq -2.5 \cdot 10^{-166}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}} + \frac{NdChar}{1 + e^{\frac{EDonor}{KbT}}}\\
\mathbf{elif}\;Vef \leq -2 \cdot 10^{-218}:\\
\;\;\;\;t_1 + \frac{-0.25}{KbT} \cdot \left(Vef \cdot NaChar\right)\\
\mathbf{elif}\;Vef \leq 4 \cdot 10^{-212}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{mu}{KbT}}} + \frac{NaChar}{1 + e^{\frac{Vef - mu}{KbT}}}\\
\mathbf{elif}\;Vef \leq 0.115:\\
\;\;\;\;t_4\\
\mathbf{elif}\;Vef \leq 4.3 \cdot 10^{+48}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + t_0\\
\mathbf{elif}\;Vef \leq 6.2 \cdot 10^{+77}:\\
\;\;\;\;t_1 + \frac{NaChar}{t_3}\\
\mathbf{else}:\\
\;\;\;\;t_2\\
\end{array}
\]
| Alternative 2 |
|---|
| Accuracy | 60.3% |
|---|
| Cost | 15144 |
|---|
\[\begin{array}{l}
t_0 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + \frac{NdChar}{\left(\frac{mu}{KbT} + \left(2 + \left(\frac{Vef}{KbT} + \frac{EDonor}{KbT}\right)\right)\right) - \frac{Ec}{KbT}}\\
t_1 := \frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}}\\
t_2 := \frac{NdChar}{1 + e^{\frac{mu}{KbT}}} + \frac{NaChar}{1 + e^{\frac{Vef - mu}{KbT}}}\\
t_3 := \frac{EAccept}{KbT} + 2\\
t_4 := t_1 + \frac{NaChar}{t_3}\\
\mathbf{if}\;NdChar \leq -1.6 \cdot 10^{+184}:\\
\;\;\;\;t_4\\
\mathbf{elif}\;NdChar \leq -1.8 \cdot 10^{+125}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}} + \frac{NdChar}{1 + e^{\frac{EDonor}{KbT}}}\\
\mathbf{elif}\;NdChar \leq -3.4 \cdot 10^{+31}:\\
\;\;\;\;t_2\\
\mathbf{elif}\;NdChar \leq -1.3 \cdot 10^{-131}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;NdChar \leq -5.6 \cdot 10^{-176}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{Vef}{KbT}}} + \frac{NaChar}{1 + e^{-\frac{mu}{KbT}}}\\
\mathbf{elif}\;NdChar \leq 3.4 \cdot 10^{-308}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;NdChar \leq 1.15 \cdot 10^{+67}:\\
\;\;\;\;t_2\\
\mathbf{elif}\;NdChar \leq 3.8 \cdot 10^{+90}:\\
\;\;\;\;t_1 + \frac{NaChar}{t_3 + 0.5 \cdot \frac{EAccept \cdot EAccept}{KbT \cdot KbT}}\\
\mathbf{elif}\;NdChar \leq 1.75 \cdot 10^{+135}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + EAccept\right) - mu}{KbT}}} + \frac{NdChar}{\left(\frac{mu}{KbT} + 2\right) + 0.5 \cdot \frac{mu \cdot mu}{KbT \cdot KbT}}\\
\mathbf{elif}\;NdChar \leq 1.55 \cdot 10^{+161}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{Ev}{KbT}}} + \frac{NdChar}{1 + e^{\frac{-Ec}{KbT}}}\\
\mathbf{else}:\\
\;\;\;\;t_4\\
\end{array}
\]
| Alternative 3 |
|---|
| Accuracy | 68.9% |
|---|
| Cost | 15072 |
|---|
\[\begin{array}{l}
t_0 := \frac{NdChar}{1 + e^{\frac{Vef}{KbT}}} + \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) - mu}{KbT}}}\\
t_1 := \frac{NdChar}{1 + e^{\frac{mu}{KbT}}}\\
t_2 := t_1 + \frac{NaChar}{1 + e^{\frac{\left(Vef + EAccept\right) - mu}{KbT}}}\\
\mathbf{if}\;mu \leq -5.2 \cdot 10^{+216}:\\
\;\;\;\;t_1 + \frac{NaChar}{1 + e^{\frac{Vef - mu}{KbT}}}\\
\mathbf{elif}\;mu \leq -3.3 \cdot 10^{+131}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;mu \leq -7 \cdot 10^{+20}:\\
\;\;\;\;t_2\\
\mathbf{elif}\;mu \leq 3.2 \cdot 10^{-280}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;mu \leq 2.6 \cdot 10^{-116}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + \frac{NdChar}{\left(\frac{mu}{KbT} + \left(2 + \left(\frac{Vef}{KbT} + \frac{EDonor}{KbT}\right)\right)\right) - \frac{Ec}{KbT}}\\
\mathbf{elif}\;mu \leq 9.8 \cdot 10^{-45}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;mu \leq 1.56 \cdot 10^{+43}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}} + \frac{NaChar}{\frac{EAccept}{KbT} + 2}\\
\mathbf{elif}\;mu \leq 6.4 \cdot 10^{+91}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{Ev}{KbT}}} + \frac{NdChar}{1 + e^{\frac{-Ec}{KbT}}}\\
\mathbf{else}:\\
\;\;\;\;t_2\\
\end{array}
\]
| Alternative 4 |
|---|
| Accuracy | 70.6% |
|---|
| Cost | 15068 |
|---|
\[\begin{array}{l}
t_0 := \frac{NdChar}{1 + e^{\frac{mu}{KbT}}} + \frac{NaChar}{1 + e^{\frac{\left(Vef + EAccept\right) - mu}{KbT}}}\\
t_1 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + \frac{NdChar}{1 + e^{\frac{Vef}{KbT}}}\\
t_2 := \frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}} + \frac{NaChar}{\frac{EAccept}{KbT} + 2}\\
\mathbf{if}\;NaChar \leq -6 \cdot 10^{-144}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;NaChar \leq -1.7 \cdot 10^{-210}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;NaChar \leq -8.5 \cdot 10^{-212}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{Ev}{KbT}}} + \frac{NdChar}{2 + \frac{EDonor}{KbT}}\\
\mathbf{elif}\;NaChar \leq 4.8 \cdot 10^{-110}:\\
\;\;\;\;t_2\\
\mathbf{elif}\;NaChar \leq 9.2 \cdot 10^{+38}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;NaChar \leq 2.7 \cdot 10^{+81}:\\
\;\;\;\;t_2\\
\mathbf{elif}\;NaChar \leq 4 \cdot 10^{+187}:\\
\;\;\;\;t_0\\
\mathbf{else}:\\
\;\;\;\;t_1\\
\end{array}
\]
| Alternative 5 |
|---|
| Accuracy | 58.4% |
|---|
| Cost | 14880 |
|---|
\[\begin{array}{l}
t_0 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + \frac{NdChar}{\left(\frac{mu}{KbT} + \left(2 + \left(\frac{Vef}{KbT} + \frac{EDonor}{KbT}\right)\right)\right) - \frac{Ec}{KbT}}\\
t_1 := \frac{NdChar}{1 + e^{\frac{Vef}{KbT}}} + \frac{NaChar}{1 + e^{-\frac{mu}{KbT}}}\\
t_2 := \frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}}\\
t_3 := \frac{EAccept}{KbT} + 2\\
t_4 := t_2 + \frac{NaChar}{t_3}\\
\mathbf{if}\;NdChar \leq -7.5 \cdot 10^{+190}:\\
\;\;\;\;t_4\\
\mathbf{elif}\;NdChar \leq -6 \cdot 10^{+117}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}} + \frac{NdChar}{1 + e^{\frac{EDonor}{KbT}}}\\
\mathbf{elif}\;NdChar \leq -1.35 \cdot 10^{+102}:\\
\;\;\;\;t_2 + \frac{-0.25}{KbT} \cdot \left(Vef \cdot NaChar\right)\\
\mathbf{elif}\;NdChar \leq -1.1 \cdot 10^{-131}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;NdChar \leq -7.2 \cdot 10^{-179}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;NdChar \leq 4.8 \cdot 10^{-156}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;NdChar \leq 1.46 \cdot 10^{-52}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;NdChar \leq 3.15:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{Ev}{KbT}}} + \frac{NdChar}{1 + e^{\frac{-Ec}{KbT}}}\\
\mathbf{elif}\;NdChar \leq 1.2 \cdot 10^{+71}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) - mu}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{elif}\;NdChar \leq 2 \cdot 10^{+87}:\\
\;\;\;\;t_2 + \frac{NaChar}{t_3 + 0.5 \cdot \frac{EAccept \cdot EAccept}{KbT \cdot KbT}}\\
\mathbf{elif}\;NdChar \leq 5.3 \cdot 10^{+132}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + EAccept\right) - mu}{KbT}}} + \frac{NdChar}{\left(\frac{mu}{KbT} + 2\right) + 0.5 \cdot \frac{mu \cdot mu}{KbT \cdot KbT}}\\
\mathbf{else}:\\
\;\;\;\;t_4\\
\end{array}
\]
| Alternative 6 |
|---|
| Accuracy | 70.8% |
|---|
| Cost | 14804 |
|---|
\[\begin{array}{l}
t_0 := \frac{NdChar}{1 + e^{\frac{mu}{KbT}}} + \frac{NaChar}{1 + e^{\frac{\left(Vef + EAccept\right) - mu}{KbT}}}\\
t_1 := \frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}}\\
t_2 := t_1 + \frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}}\\
\mathbf{if}\;Ev \leq -7 \cdot 10^{+146}:\\
\;\;\;\;t_1 + \frac{NaChar}{1 + e^{\frac{Ev}{KbT}}}\\
\mathbf{elif}\;Ev \leq -1.1 \cdot 10^{+65}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;Ev \leq -8.8 \cdot 10^{+37}:\\
\;\;\;\;t_2\\
\mathbf{elif}\;Ev \leq -3.6 \cdot 10^{-75}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + \frac{NdChar}{1 + e^{\frac{Vef}{KbT}}}\\
\mathbf{elif}\;Ev \leq -4.9 \cdot 10^{-175}:\\
\;\;\;\;t_0\\
\mathbf{else}:\\
\;\;\;\;t_2\\
\end{array}
\]
| Alternative 7 |
|---|
| Accuracy | 58.6% |
|---|
| Cost | 14748 |
|---|
\[\begin{array}{l}
t_0 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}}\\
t_1 := t_0 + \frac{NdChar}{\left(\frac{mu}{KbT} + \left(2 + \left(\frac{Vef}{KbT} + \frac{EDonor}{KbT}\right)\right)\right) - \frac{Ec}{KbT}}\\
t_2 := \frac{NdChar}{1 + e^{\frac{Vef}{KbT}}} + \frac{NaChar}{1 + e^{-\frac{mu}{KbT}}}\\
t_3 := \frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}}\\
t_4 := t_3 + \frac{NaChar}{\frac{EAccept}{KbT} + 2}\\
\mathbf{if}\;NdChar \leq -1.45 \cdot 10^{+184}:\\
\;\;\;\;t_4\\
\mathbf{elif}\;NdChar \leq -1.6 \cdot 10^{+117}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}} + \frac{NdChar}{1 + e^{\frac{EDonor}{KbT}}}\\
\mathbf{elif}\;NdChar \leq -1.7 \cdot 10^{+102}:\\
\;\;\;\;t_3 + \frac{-0.25}{KbT} \cdot \left(Vef \cdot NaChar\right)\\
\mathbf{elif}\;NdChar \leq -1.1 \cdot 10^{-131}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;NdChar \leq -2.05 \cdot 10^{-178}:\\
\;\;\;\;t_2\\
\mathbf{elif}\;NdChar \leq 9.8 \cdot 10^{-156}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;NdChar \leq 370000:\\
\;\;\;\;t_2\\
\mathbf{elif}\;NdChar \leq 2.15 \cdot 10^{+133}:\\
\;\;\;\;t_0 + \frac{NdChar}{\left(\frac{mu}{KbT} + 2\right) + 0.5 \cdot \frac{mu \cdot mu}{KbT \cdot KbT}}\\
\mathbf{else}:\\
\;\;\;\;t_4\\
\end{array}
\]
| Alternative 8 |
|---|
| Accuracy | 76.6% |
|---|
| Cost | 14544 |
|---|
\[\begin{array}{l}
t_0 := \frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}}\\
t_1 := \frac{NdChar}{1 + e^{\frac{Vef}{KbT}}}\\
t_2 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}}\\
\mathbf{if}\;Vef \leq -6.8 \cdot 10^{-31}:\\
\;\;\;\;t_2 + t_1\\
\mathbf{elif}\;Vef \leq 2.1 \cdot 10^{-179}:\\
\;\;\;\;t_0 + \frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}}\\
\mathbf{elif}\;Vef \leq 1.56 \cdot 10^{+50}:\\
\;\;\;\;t_2 + \frac{NdChar}{1 + e^{\frac{mu}{KbT}}}\\
\mathbf{elif}\;Vef \leq 5.7 \cdot 10^{+65}:\\
\;\;\;\;t_0 + \frac{NaChar}{\frac{EAccept}{KbT} + 2}\\
\mathbf{else}:\\
\;\;\;\;t_1 + \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) - mu}{KbT}}}\\
\end{array}
\]
| Alternative 9 |
|---|
| Accuracy | 78.0% |
|---|
| Cost | 14409 |
|---|
\[\begin{array}{l}
t_0 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}}\\
\mathbf{if}\;mu \leq -1300 \lor \neg \left(mu \leq 1.55 \cdot 10^{+53}\right):\\
\;\;\;\;t_0 + \frac{NdChar}{1 + e^{\frac{mu}{KbT}}}\\
\mathbf{else}:\\
\;\;\;\;t_0 + \frac{NdChar}{1 + e^{\frac{Vef}{KbT}}}\\
\end{array}
\]
| Alternative 10 |
|---|
| Accuracy | 58.9% |
|---|
| Cost | 14024 |
|---|
\[\begin{array}{l}
t_0 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + \frac{NdChar}{\left(\frac{mu}{KbT} + \left(2 + \left(\frac{Vef}{KbT} + \frac{EDonor}{KbT}\right)\right)\right) - \frac{Ec}{KbT}}\\
t_1 := \frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}}\\
t_2 := \frac{EAccept}{KbT} + 2\\
t_3 := t_1 + \frac{NaChar}{t_2 + 0.5 \cdot \frac{EAccept \cdot EAccept}{KbT \cdot KbT}}\\
t_4 := t_1 + \frac{NaChar}{t_2}\\
\mathbf{if}\;NdChar \leq -1.45 \cdot 10^{+184}:\\
\;\;\;\;t_4\\
\mathbf{elif}\;NdChar \leq -6.6 \cdot 10^{+116}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}} + \frac{NdChar}{1 + e^{\frac{EDonor}{KbT}}}\\
\mathbf{elif}\;NdChar \leq -1.75 \cdot 10^{+102}:\\
\;\;\;\;t_1 + \frac{-0.25}{KbT} \cdot \left(Vef \cdot NaChar\right)\\
\mathbf{elif}\;NdChar \leq -1.1 \cdot 10^{-131}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;NdChar \leq -1.42 \cdot 10^{-183}:\\
\;\;\;\;t_4\\
\mathbf{elif}\;NdChar \leq 5.5 \cdot 10^{-80}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;NdChar \leq 32:\\
\;\;\;\;t_3\\
\mathbf{elif}\;NdChar \leq 2.8 \cdot 10^{+69}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) - mu}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{elif}\;NdChar \leq 5.8 \cdot 10^{+90}:\\
\;\;\;\;t_3\\
\mathbf{elif}\;NdChar \leq 5.5 \cdot 10^{+132}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + EAccept\right) - mu}{KbT}}} + \frac{NdChar}{\left(\frac{mu}{KbT} + 2\right) + 0.5 \cdot \frac{mu \cdot mu}{KbT \cdot KbT}}\\
\mathbf{else}:\\
\;\;\;\;t_4\\
\end{array}
\]
| Alternative 11 |
|---|
| Accuracy | 49.1% |
|---|
| Cost | 9573 |
|---|
\[\begin{array}{l}
t_0 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}}\\
t_1 := \frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}}\\
t_2 := \frac{mu}{KbT} + 2\\
t_3 := t_0 + \frac{NdChar}{t_2 + 0.5 \cdot \frac{mu \cdot mu}{KbT \cdot KbT}}\\
t_4 := \frac{EAccept}{KbT} + 2\\
t_5 := t_1 + \frac{NaChar}{t_4 + 0.5 \cdot \frac{EAccept \cdot EAccept}{KbT \cdot KbT}}\\
\mathbf{if}\;EAccept \leq -2.75 \cdot 10^{-45}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) - mu}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{elif}\;EAccept \leq -2.4 \cdot 10^{-252}:\\
\;\;\;\;t_1 + NaChar \cdot 0.5\\
\mathbf{elif}\;EAccept \leq 1.85 \cdot 10^{-65}:\\
\;\;\;\;t_0 + \frac{NdChar}{t_2}\\
\mathbf{elif}\;EAccept \leq 55000000000:\\
\;\;\;\;t_5\\
\mathbf{elif}\;EAccept \leq 2.3 \cdot 10^{+86}:\\
\;\;\;\;t_3\\
\mathbf{elif}\;EAccept \leq 1.95 \cdot 10^{+132}:\\
\;\;\;\;t_5\\
\mathbf{elif}\;EAccept \leq 1.06 \cdot 10^{+173}:\\
\;\;\;\;t_0 + \frac{NdChar}{2}\\
\mathbf{elif}\;EAccept \leq 4.8 \cdot 10^{+235} \lor \neg \left(EAccept \leq 1.02 \cdot 10^{+266}\right):\\
\;\;\;\;t_1 + \frac{NaChar}{t_4}\\
\mathbf{else}:\\
\;\;\;\;t_3\\
\end{array}
\]
| Alternative 12 |
|---|
| Accuracy | 59.8% |
|---|
| Cost | 9312 |
|---|
\[\begin{array}{l}
t_0 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + \frac{NdChar}{\left(\frac{mu}{KbT} + \left(2 + \left(\frac{Vef}{KbT} + \frac{EDonor}{KbT}\right)\right)\right) - \frac{Ec}{KbT}}\\
t_1 := \frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}}\\
t_2 := \frac{EAccept}{KbT} + 2\\
t_3 := t_1 + \frac{NaChar}{t_2 + 0.5 \cdot \frac{EAccept \cdot EAccept}{KbT \cdot KbT}}\\
t_4 := t_1 + \frac{NaChar}{t_2}\\
\mathbf{if}\;NdChar \leq -1.32 \cdot 10^{+102}:\\
\;\;\;\;t_4\\
\mathbf{elif}\;NdChar \leq -1.3 \cdot 10^{-131}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;NdChar \leq -1.7 \cdot 10^{-175}:\\
\;\;\;\;t_4\\
\mathbf{elif}\;NdChar \leq 1.05 \cdot 10^{-80}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;NdChar \leq 25:\\
\;\;\;\;t_3\\
\mathbf{elif}\;NdChar \leq 2 \cdot 10^{+68}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) - mu}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{elif}\;NdChar \leq 7.2 \cdot 10^{+90}:\\
\;\;\;\;t_3\\
\mathbf{elif}\;NdChar \leq 5.4 \cdot 10^{+132}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + EAccept\right) - mu}{KbT}}} + \frac{NdChar}{\left(\frac{mu}{KbT} + 2\right) + 0.5 \cdot \frac{mu \cdot mu}{KbT \cdot KbT}}\\
\mathbf{else}:\\
\;\;\;\;t_4\\
\end{array}
\]
| Alternative 13 |
|---|
| Accuracy | 49.5% |
|---|
| Cost | 9176 |
|---|
\[\begin{array}{l}
t_0 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}}\\
t_1 := \frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}}\\
t_2 := \frac{mu}{KbT} + 2\\
t_3 := t_0 + \frac{NdChar}{t_2}\\
t_4 := \frac{EAccept}{KbT} + 2\\
t_5 := t_1 + \frac{NaChar}{t_4 + 0.5 \cdot \frac{EAccept \cdot EAccept}{KbT \cdot KbT}}\\
\mathbf{if}\;EAccept \leq -5.4 \cdot 10^{-45}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) - mu}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{elif}\;EAccept \leq -8.6 \cdot 10^{-256}:\\
\;\;\;\;t_1 + NaChar \cdot 0.5\\
\mathbf{elif}\;EAccept \leq 6.7 \cdot 10^{-65}:\\
\;\;\;\;t_3\\
\mathbf{elif}\;EAccept \leq 7500000000:\\
\;\;\;\;t_5\\
\mathbf{elif}\;EAccept \leq 9.8 \cdot 10^{+50}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + EAccept\right) - mu}{KbT}}} + \frac{NdChar}{t_2 + 0.5 \cdot \frac{mu \cdot mu}{KbT \cdot KbT}}\\
\mathbf{elif}\;EAccept \leq 5 \cdot 10^{+132}:\\
\;\;\;\;t_5\\
\mathbf{elif}\;EAccept \leq 1.05 \cdot 10^{+173}:\\
\;\;\;\;t_0 + \frac{NdChar}{2}\\
\mathbf{elif}\;EAccept \leq 4.8 \cdot 10^{+235} \lor \neg \left(EAccept \leq 1.3 \cdot 10^{+266}\right):\\
\;\;\;\;t_1 + \frac{NaChar}{t_4}\\
\mathbf{else}:\\
\;\;\;\;t_3\\
\end{array}
\]
| Alternative 14 |
|---|
| Accuracy | 60.4% |
|---|
| Cost | 8009 |
|---|
\[\begin{array}{l}
\mathbf{if}\;NaChar \leq -8 \cdot 10^{-78} \lor \neg \left(NaChar \leq 6.8 \cdot 10^{+97}\right):\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{else}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}} + \frac{NaChar}{\frac{EAccept}{KbT} + 2}\\
\end{array}
\]
| Alternative 15 |
|---|
| Accuracy | 60.0% |
|---|
| Cost | 8009 |
|---|
\[\begin{array}{l}
\mathbf{if}\;NaChar \leq -3 \cdot 10^{-211} \lor \neg \left(NaChar \leq 5.5 \cdot 10^{+97}\right):\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + \frac{NdChar}{\frac{mu}{KbT} + 2}\\
\mathbf{else}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}} + \frac{NaChar}{\frac{EAccept}{KbT} + 2}\\
\end{array}
\]
| Alternative 16 |
|---|
| Accuracy | 49.9% |
|---|
| Cost | 7820 |
|---|
\[\begin{array}{l}
\mathbf{if}\;NdChar \leq -3.4 \cdot 10^{+195}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{Vef}{KbT}}} + \frac{NaChar}{2}\\
\mathbf{elif}\;NdChar \leq 1.35 \cdot 10^{+140}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{elif}\;NdChar \leq 3.3 \cdot 10^{+182}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{-Ec}{KbT}}} + -0.25 \cdot \frac{NaChar \cdot Ev}{KbT}\\
\mathbf{else}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{EDonor}{KbT}}} + \frac{NaChar}{\frac{Ev}{KbT} + 2}\\
\end{array}
\]
| Alternative 17 |
|---|
| Accuracy | 44.4% |
|---|
| Cost | 7756 |
|---|
\[\begin{array}{l}
t_0 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) - mu}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{if}\;NaChar \leq -5.2 \cdot 10^{-176}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;NaChar \leq 1.5 \cdot 10^{-245}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{Vef}{KbT}}} + \frac{NaChar}{2}\\
\mathbf{elif}\;NaChar \leq 4.5 \cdot 10^{+134}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{mu}{KbT}}} + NaChar \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;t_0\\
\end{array}
\]
| Alternative 18 |
|---|
| Accuracy | 43.8% |
|---|
| Cost | 7756 |
|---|
\[\begin{array}{l}
t_0 := \frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) - mu}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{if}\;NaChar \leq -2.7 \cdot 10^{-227}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;NaChar \leq 2.95 \cdot 10^{-245}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{-Ec}{KbT}}} + -0.25 \cdot \frac{NaChar \cdot Ev}{KbT}\\
\mathbf{elif}\;NaChar \leq 1.85 \cdot 10^{+133}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{mu}{KbT}}} + NaChar \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;t_0\\
\end{array}
\]
| Alternative 19 |
|---|
| Accuracy | 57.1% |
|---|
| Cost | 7753 |
|---|
\[\begin{array}{l}
\mathbf{if}\;NaChar \leq -1.32 \cdot 10^{-79} \lor \neg \left(NaChar \leq 4.6 \cdot 10^{+97}\right):\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{\left(Vef + Ev\right) + \left(EAccept - mu\right)}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{else}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{mu + \left(EDonor + \left(Vef - Ec\right)\right)}{KbT}}} + NaChar \cdot 0.5\\
\end{array}
\]
| Alternative 20 |
|---|
| Accuracy | 39.0% |
|---|
| Cost | 7500 |
|---|
\[\begin{array}{l}
\mathbf{if}\;NaChar \leq -1.28 \cdot 10^{-79}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{Ev}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{elif}\;NaChar \leq 2.5 \cdot 10^{-245}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{Vef}{KbT}}} + \frac{NaChar}{2}\\
\mathbf{elif}\;NaChar \leq 1.3 \cdot 10^{+106}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{mu}{KbT}}} + NaChar \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}} + \frac{NdChar}{2}\\
\end{array}
\]
| Alternative 21 |
|---|
| Accuracy | 39.5% |
|---|
| Cost | 7368 |
|---|
\[\begin{array}{l}
\mathbf{if}\;NaChar \leq -1.66 \cdot 10^{-211}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{Ev}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{elif}\;NaChar \leq 6.2 \cdot 10^{-60}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{EDonor}{KbT}}} + NaChar \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}} + \frac{NdChar}{2}\\
\end{array}
\]
| Alternative 22 |
|---|
| Accuracy | 39.1% |
|---|
| Cost | 7368 |
|---|
\[\begin{array}{l}
\mathbf{if}\;NaChar \leq -1.32 \cdot 10^{-79}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{Ev}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{elif}\;NaChar \leq 1.18 \cdot 10^{-9}:\\
\;\;\;\;\frac{NdChar}{1 + e^{\frac{Vef}{KbT}}} + \frac{NaChar}{2}\\
\mathbf{else}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}} + \frac{NdChar}{2}\\
\end{array}
\]
| Alternative 23 |
|---|
| Accuracy | 35.9% |
|---|
| Cost | 7236 |
|---|
\[\begin{array}{l}
\mathbf{if}\;KbT \leq 6.7 \cdot 10^{-221}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}} + \frac{NdChar}{2}\\
\mathbf{else}:\\
\;\;\;\;\frac{NaChar}{1 + e^{\frac{Ev}{KbT}}} + \frac{NdChar}{2}\\
\end{array}
\]
| Alternative 24 |
|---|
| Accuracy | 35.5% |
|---|
| Cost | 7104 |
|---|
\[\frac{NaChar}{1 + e^{\frac{EAccept}{KbT}}} + \frac{NdChar}{2}
\]
| Alternative 25 |
|---|
| Accuracy | 27.8% |
|---|
| Cost | 1865 |
|---|
\[\begin{array}{l}
\mathbf{if}\;Ec \leq 1.45 \cdot 10^{+118} \lor \neg \left(Ec \leq 1.12 \cdot 10^{+198}\right):\\
\;\;\;\;\frac{NdChar}{2} + \frac{NaChar}{2}\\
\mathbf{else}:\\
\;\;\;\;\frac{NdChar}{2 + \frac{EDonor}{KbT}} + \frac{NaChar}{\left(\frac{Ev}{KbT} + 2\right) + 0.5 \cdot \frac{Ev \cdot Ev}{KbT \cdot KbT}}\\
\end{array}
\]
| Alternative 26 |
|---|
| Accuracy | 28.2% |
|---|
| Cost | 448 |
|---|
\[\frac{NdChar}{2} + \frac{NaChar}{2}
\]
| Alternative 27 |
|---|
| Accuracy | 18.3% |
|---|
| Cost | 192 |
|---|
\[NdChar \cdot 0.5
\]