Batiri piloti layini ye jɛɲɔgɔnya nafama ye laboratuwari ka ɲinini ni yiriwali ni fɛn dilanniba-cɛ. A ka baara kolomaw ye ka batiri fɛɛrɛbɔ seko sɛgɛsɛgɛ, ka fɛn dilanni taabolo ɲɛ, ani ka fɛn dilannenw baarakɛcogo jateminɛ, ka jusigilan sigi jamaba dilanni na.
A fɔlɔ, piloti layini bɛ kɛ taabolo tiɲɛni baarakɛminɛn ye. Hali ni batiri labɛnni laboratuwari kɔnɔ, a ka c’a la, o bɛ baara kɛ ni minɛn misɛnninw ye, minnu bɛ se ka kɛ fɛn ye min bɛ se ka kɛ fɛn ye, piloti layini bɛ fɛn dilanni cogoya lakikaw ladege, ka taabolo kunbabaw sabatili n’u kɛcogo kɔrɔbɔ i n’a fɔ sɔgɔsɔgɔninjɛ labɛnni, a dacogo, a wulicogo, ani a lajɛcogo. Piloti sɛgɛsɛgɛli fɛ, ɲininikɛlaw bɛ se ka ko minnu sɔrɔ taabolo sɛgɛsɛgɛli-kɔrɔta waati la, olu dɔn ani k’u ɲɛnabɔ, i n’a fɔ fɛnw kɛcogo kelen ani minɛnw bɛnkan, k’a lajɛ ko taabolo dantigɛliw bɛ se ka lasegin u cogo kɔrɔ la, wa u bɛ se ka iziniw ka ɲininiw dafa.
Filanan, piloti layini bɛ baarakɛcogo jateminɛni ni a ɲɛnabɔli baara ta. Ni cogoya minnu ka surun jamana caman dilanni na, piloti layini bɛ batiri ka kuran-sɛnɛcogo kɔrɔbɔ cogo labɛnnen na (i n’a fɔ fanga hakɛ, a hakɛ seko, ani a sɛgɛsɛgɛli ɲɛnamaya) ani ka kunnafoni jɔnjɔnw lajɛ i n’a fɔ funteni marali ani a lakanani. Nin kunnafoniw bɛ basigi di formula ladilanni ma ani structurel design optimisation ma, i n’a fɔ ka batiri sabatili ɲɛ ni electrolyte formulation walima electrode packing density ladilanni ye.
O tɛmɛnen kɔ, piloti layiniw ye baarakɛminɛn nafamaw ye musaka kɔlɔsili ni jamaba sɛnɛcogo sɛgɛsɛgɛli la. Piloti sɛnɛni sababu fɛ, tɔnw bɛ se ka fɛnw baaracogo, sɔrɔ hakɛ, ani minɛnw baara hakɛ jateminɛ, ka sɛnɛfɛnw dilanni musaka{1}}nafa jateminɛ, ani ka sɔrɔko cakɛda gɛlɛyaw dɔn. Misali la, piloti waati la, tɔnw bɛ se k’a ye ko fɛnɲɛnamafagalan dɔw bɛ baarakɛcogo jiginni jira ni u bɛ baara kɛ ni u ye kosɛbɛ, o b’a to u bɛ se ka feerekɛlaw sugandili kɛ ka ɲɛ walima ka furakɛli ɲɛfɛ taabolo ɲɛ.
A laban na, piloti layiniw fana bɛ fɛɛrɛtigɛ iterasiyɔn teliya. Kuwati kura yiriwali teliya cɛma, batiri fɛɛrɛw (i n’a fɔ batiri solide-state ani sodium-ion batiriw) kurayali siratigɛ bɛ ka surunya. Piloti siraw bɛ se ka fɛɛrɛ kuraw siraw tiɲɛ joona, ka sira surunya ka bɔ laboratuwari la ka taa sugu la.
Kuma surun na, batiri piloti layiniw tɛ kɔrɔbɔli yɔrɔ dɔrɔn ye fɛɛrɛtigɛ waleyali la, nka u ye dancɛ ye fana min bɛ kokuradonni ni izini yiriwali cɛsiri. U ka baarakɛcogo jusigilan bɛ batiriw ka fɛn dilannenw ka ɲɔgɔndan laban dantigɛ k’a ɲɛsin u yɛrɛ ma.